TY - JOUR A1 - Abdelwahab, Ahmed A1 - Landwehr, Niels T1 - Deep Distributional Sequence Embeddings Based on a Wasserstein Loss JF - Neural processing letters N2 - Deep metric learning employs deep neural networks to embed instances into a metric space such that distances between instances of the same class are small and distances between instances from different classes are large. In most existing deep metric learning techniques, the embedding of an instance is given by a feature vector produced by a deep neural network and Euclidean distance or cosine similarity defines distances between these vectors. This paper studies deep distributional embeddings of sequences, where the embedding of a sequence is given by the distribution of learned deep features across the sequence. The motivation for this is to better capture statistical information about the distribution of patterns within the sequence in the embedding. When embeddings are distributions rather than vectors, measuring distances between embeddings involves comparing their respective distributions. The paper therefore proposes a distance metric based on Wasserstein distances between the distributions and a corresponding loss function for metric learning, which leads to a novel end-to-end trainable embedding model. We empirically observe that distributional embeddings outperform standard vector embeddings and that training with the proposed Wasserstein metric outperforms training with other distance functions. KW - Metric learning KW - Sequence embeddings KW - Deep learning Y1 - 2022 U6 - https://doi.org/10.1007/s11063-022-10784-y SN - 1370-4621 SN - 1573-773X PB - Springer CY - Dordrecht ER - TY - THES A1 - Abdelwahab Hussein Abdelwahab Elsayed, Ahmed T1 - Probabilistic, deep, and metric learning for biometric identification from eye movements N2 - A central insight from psychological studies on human eye movements is that eye movement patterns are highly individually characteristic. They can, therefore, be used as a biometric feature, that is, subjects can be identified based on their eye movements. This thesis introduces new machine learning methods to identify subjects based on their eye movements while viewing arbitrary content. The thesis focuses on probabilistic modeling of the problem, which has yielded the best results in the most recent literature. The thesis studies the problem in three phases by proposing a purely probabilistic, probabilistic deep learning, and probabilistic deep metric learning approach. In the first phase, the thesis studies models that rely on psychological concepts about eye movements. Recent literature illustrates that individual-specific distributions of gaze patterns can be used to accurately identify individuals. In these studies, models were based on a simple parametric family of distributions. Such simple parametric models can be robustly estimated from sparse data, but have limited flexibility to capture the differences between individuals. Therefore, this thesis proposes a semiparametric model of gaze patterns that is flexible yet robust for individual identification. These patterns can be understood as domain knowledge derived from psychological literature. Fixations and saccades are examples of simple gaze patterns. The proposed semiparametric densities are drawn under a Gaussian process prior centered at a simple parametric distribution. Thus, the model will stay close to the parametric class of densities if little data is available, but it can also deviate from this class if enough data is available, increasing the flexibility of the model. The proposed method is evaluated on a large-scale dataset, showing significant improvements over the state-of-the-art. Later, the thesis replaces the model based on gaze patterns derived from psychological concepts with a deep neural network that can learn more informative and complex patterns from raw eye movement data. As previous work has shown that the distribution of these patterns across a sequence is informative, a novel statistical aggregation layer called the quantile layer is introduced. It explicitly fits the distribution of deep patterns learned directly from the raw eye movement data. The proposed deep learning approach is end-to-end learnable, such that the deep model learns to extract informative, short local patterns while the quantile layer learns to approximate the distributions of these patterns. Quantile layers are a generic approach that can converge to standard pooling layers or have a more detailed description of the features being pooled, depending on the problem. The proposed model is evaluated in a large-scale study using the eye movements of subjects viewing arbitrary visual input. The model improves upon the standard pooling layers and other statistical aggregation layers proposed in the literature. It also improves upon the state-of-the-art eye movement biometrics by a wide margin. Finally, for the model to identify any subject — not just the set of subjects it is trained on — a metric learning approach is developed. Metric learning learns a distance function over instances. The metric learning model maps the instances into a metric space, where sequences of the same individual are close, and sequences of different individuals are further apart. This thesis introduces a deep metric learning approach with distributional embeddings. The approach represents sequences as a set of continuous distributions in a metric space; to achieve this, a new loss function based on Wasserstein distances is introduced. The proposed method is evaluated on multiple domains besides eye movement biometrics. This approach outperforms the state of the art in deep metric learning in several domains while also outperforming the state of the art in eye movement biometrics. N2 - Die Art und Weise, wie wir unsere Augen bewegen, ist individuell charakteristisch. Augenbewegungen können daher zur biometrischen Identifikation verwendet werden. Die Dissertation stellt neuartige Methoden des maschinellen Lernens zur Identifzierung von Probanden anhand ihrer Blickbewegungen während des Betrachtens beliebiger visueller Inhalte vor. Die Arbeit konzentriert sich auf die probabilistische Modellierung des Problems, da dies die besten Ergebnisse in der aktuellsten Literatur liefert. Die Arbeit untersucht das Problem in drei Phasen. In der ersten Phase stützt sich die Arbeit bei der Entwicklung eines probabilistischen Modells auf Wissen über Blickbewegungen aus der psychologischen Literatur. Existierende Studien haben gezeigt, dass die individuelle Verteilung von Blickbewegungsmustern verwendet werden kann, um Individuen genau zu identifizieren. Existierende probabilistische Modelle verwenden feste Verteilungsfamilien in Form von parametrischen Modellen, um diese Verteilungen zu approximieren. Die Verwendung solcher einfacher Verteilungsfamilien hat den Vorteil, dass sie robuste Verteilungsschätzungen auch auf kleinen Mengen von Beobachtungen ermöglicht. Ihre Flexibilität, Unterschiede zwischen Personen zu erfassen, ist jedoch begrenzt. Die Arbeit schlägt daher eine semiparametrische Modellierung der Blickmuster vor, die flexibel und dennoch robust individuelle Verteilungen von Blickbewegungsmustern schätzen kann. Die modellierten Blickmuster können als Domänenwissen verstanden werden, das aus der psychologischen Literatur abgeleitet ist. Beispielsweise werden Verteilungen über Fixationsdauern und Sprungweiten (Sakkaden) bei bestimmten Vor- und Rücksprüngen innerhalb des Textes modelliert. Das semiparametrische Modell bleibt nahe des parametrischen Modells, wenn nur wenige Daten verfügbar sind, kann jedoch auch vom parametrischen Modell abweichen, wenn genügend Daten verfügbar sind, wodurch die Flexibilität erhöht wird. Die Methode wird auf einem großen Datenbestand evaluiert und zeigt eine signifikante Verbesserung gegenüber dem Stand der Technik der Forschung zur biometrischen Identifikation aus Blickbewegungen. Später ersetzt die Dissertation die zuvor untersuchten aus der psychologischen Literatur abgeleiteten Blickmuster durch ein auf tiefen neuronalen Netzen basierendes Modell, das aus den Rohdaten der Augenbewegungen informativere komplexe Muster lernen kann. Tiefe neuronale Netze sind eine Technik des maschinellen Lernens, bei der in komplexen, mehrschichtigen Modellen schrittweise abstraktere Merkmale aus Rohdaten extrahiert werden. Da frühere Arbeiten gezeigt haben, dass die Verteilung von Blickbewegungsmustern innerhalb einer Blickbewegungssequenz informativ ist, wird eine neue Aggrgationsschicht für tiefe neuronale Netze eingeführt, die explizit die Verteilung der gelernten Muster schätzt. Die vorgeschlagene Aggregationsschicht für tiefe neuronale Netze ist nicht auf die Modellierung von Blickbewegungen beschränkt, sondern kann als Verallgemeinerung von existierenden einfacheren Aggregationsschichten in beliebigen Anwendungen eingesetzt werden. Das vorgeschlagene Modell wird in einer umfangreichen Studie unter Verwendung von Augenbewegungen von Probanden evaluiert, die Videomaterial unterschiedlichen Inhalts und unterschiedlicher Länge betrachten. Das Modell verbessert die Identifikationsgenauigkeit im Vergleich zu tiefen neuronalen Netzen mit Standardaggregationsschichten und existierenden probabilistischen Modellen zur Identifikation aus Blickbewegungen. Damit das Modell zum Anwendungszeitpunkt beliebige Probanden identifizieren kann, und nicht nur diejenigen Probanden, mit deren Daten es trainiert wurde, wird ein metrischer Lernansatz entwickelt. Beim metrischen Lernen lernt das Modell eine Funktion, mit der die Ähnlichkeit zwischen Blickbewegungssequenzen geschätzt werden kann. Das metrische Lernen bildet die Instanzen in einen neuen Raum ab, in dem Sequenzen desselben Individuums nahe beieinander liegen und Sequenzen verschiedener Individuen weiter voneinander entfernt sind. Die Dissertation stellt einen neuen metrischen Lernansatz auf Basis tiefer neuronaler Netze vor. Der Ansatz repäsentiert eine Sequenz in einem metrischen Raum durch eine Menge von Verteilungen. Das vorgeschlagene Verfahren ist nicht spezifisch für die Blickbewegungsmodellierung, und wird in unterschiedlichen Anwendungsproblemen empirisch evaluiert. Das Verfahren führt zu genaueren Modellen im Vergleich zu existierenden metrischen Lernverfahren und existierenden Modellen zur Identifikation aus Blickbewegungen. KW - probabilistic deep metric learning KW - probabilistic deep learning KW - biometrics KW - eye movements KW - biometrische Identifikation KW - Augenbewegungen KW - probabilistische tiefe neuronale Netze KW - probabilistisches tiefes metrisches Lernen Y1 - 2019 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-467980 ER - TY - BOOK A1 - Abrahamsson, Pekka A1 - Baddoo, Nathan A1 - Margaria, Tiziana A1 - Messnarz, Richard T1 - Software Process Improvement : 14th europea conference, EuroSpi 2007, Potsdam, Germany, September 26-28, 2007 ; Proceedings T3 - Lecture Notes in Computer Science Y1 - 2007 VL - 4764 PB - Springer CY - Berlin ER - TY - THES A1 - AbuJarour, Mohammed T1 - Enriched service descriptions: sources, approaches and usages Y1 - 2011 CY - Potsdam ER - TY - JOUR A1 - AbuJarour, Mohammed T1 - Information integration in services computing Y1 - 2010 SN - 978-3-86956-036-6 ER - TY - GEN A1 - Afantenos, Stergos A1 - Peldszus, Andreas A1 - Stede, Manfred T1 - Comparing decoding mechanisms for parsing argumentative structures T2 - Postprints der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe N2 - Parsing of argumentative structures has become a very active line of research in recent years. Like discourse parsing or any other natural language task that requires prediction of linguistic structures, most approaches choose to learn a local model and then perform global decoding over the local probability distributions, often imposing constraints that are specific to the task at hand. Specifically for argumentation parsing, two decoding approaches have been recently proposed: Minimum Spanning Trees (MST) and Integer Linear Programming (ILP), following similar trends in discourse parsing. In contrast to discourse parsing though, where trees are not always used as underlying annotation schemes, argumentation structures so far have always been represented with trees. Using the 'argumentative microtext corpus' [in: Argumentation and Reasoned Action: Proceedings of the 1st European Conference on Argumentation, Lisbon 2015 / Vol. 2, College Publications, London, 2016, pp. 801-815] as underlying data and replicating three different decoding mechanisms, in this paper we propose a novel ILP decoder and an extension to our earlier MST work, and then thoroughly compare the approaches. The result is that our new decoder outperforms related work in important respects, and that in general, ILP and MST yield very similar performance. T3 - Zweitveröffentlichungen der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe - 1062 KW - argumentation structure KW - argument mining KW - parsing Y1 - 2020 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-470527 SN - 1866-8372 IS - 1062 ER - TY - JOUR A1 - Afantenos, Stergos A1 - Peldszus, Andreas A1 - Stede, Manfred T1 - Comparing decoding mechanisms for parsing argumentative structures JF - Argument & Computation N2 - Parsing of argumentative structures has become a very active line of research in recent years. Like discourse parsing or any other natural language task that requires prediction of linguistic structures, most approaches choose to learn a local model and then perform global decoding over the local probability distributions, often imposing constraints that are specific to the task at hand. Specifically for argumentation parsing, two decoding approaches have been recently proposed: Minimum Spanning Trees (MST) and Integer Linear Programming (ILP), following similar trends in discourse parsing. In contrast to discourse parsing though, where trees are not always used as underlying annotation schemes, argumentation structures so far have always been represented with trees. Using the ‘argumentative microtext corpus’ [in: Argumentation and Reasoned Action: Proceedings of the 1st European Conference on Argumentation, Lisbon 2015 / Vol. 2, College Publications, London, 2016, pp. 801–815] as underlying data and replicating three different decoding mechanisms, in this paper we propose a novel ILP decoder and an extension to our earlier MST work, and then thoroughly compare the approaches. The result is that our new decoder outperforms related work in important respects, and that in general, ILP and MST yield very similar performance. KW - Argumentation structure KW - argument mining KW - parsing Y1 - 2018 U6 - https://doi.org/10.3233/AAC-180033 SN - 1946-2166 SN - 1946-2174 VL - 9 IS - 3 SP - 177 EP - 192 PB - IOS Press CY - Amsterdam ER - TY - GEN A1 - Aguado, Felicidad A1 - Cabalar, Pedro A1 - Fandinno, Jorge A1 - Pearce, David A1 - Perez, Gilberto A1 - Vidal, Concepcion T1 - Revisiting explicit negation in answer set programming T2 - Postprints der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe N2 - A common feature in Answer Set Programming is the use of a second negation, stronger than default negation and sometimes called explicit, strong or classical negation. This explicit negation is normally used in front of atoms, rather than allowing its use as a regular operator. In this paper we consider the arbitrary combination of explicit negation with nested expressions, as those defined by Lifschitz, Tang and Turner. We extend the concept of reduct for this new syntax and then prove that it can be captured by an extension of Equilibrium Logic with this second negation. We study some properties of this variant and compare to the already known combination of Equilibrium Logic with Nelson's strong negation. T3 - Zweitveröffentlichungen der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe - 1104 KW - Answer Set Programming KW - non-monotonic reasoning KW - Equilibrium logic KW - explicit negation Y1 - 2021 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-469697 SN - 1866-8372 IS - 1104 SP - 908 EP - 924 ER - TY - JOUR A1 - Aguado, Felicidad A1 - Cabalar, Pedro A1 - Fandinno, Jorge A1 - Pearce, David A1 - Perez, Gilberto A1 - Vidal, Concepcion T1 - Forgetting auxiliary atoms in forks JF - Artificial intelligence N2 - In this work we tackle the problem of checking strong equivalence of logic programs that may contain local auxiliary atoms, to be removed from their stable models and to be forbidden in any external context. We call this property projective strong equivalence (PSE). It has been recently proved that not any logic program containing auxiliary atoms can be reformulated, under PSE, as another logic program or formula without them – this is known as strongly persistent forgetting. In this paper, we introduce a conservative extension of Equilibrium Logic and its monotonic basis, the logic of Here-and-There, in which we deal with a new connective ‘|’ we call fork. We provide a semantic characterisation of PSE for forks and use it to show that, in this extension, it is always possible to forget auxiliary atoms under strong persistence. We further define when the obtained fork is representable as a regular formula. KW - Answer set programming KW - Non-monotonic reasoning KW - Equilibrium logic KW - Denotational semantics KW - Forgetting KW - Strong equivalence Y1 - 2019 U6 - https://doi.org/10.1016/j.artint.2019.07.005 SN - 0004-3702 SN - 1872-7921 VL - 275 SP - 575 EP - 601 PB - Elsevier CY - Amsterdam ER - TY - JOUR A1 - Aguado, Felicidad A1 - Cabalar, Pedro A1 - Fandiño, Jorge A1 - Pearce, David A1 - Perez, Gilberto A1 - Vidal-Peracho, Concepcion T1 - Revisiting Explicit Negation in Answer Set Programming JF - Theory and practice of logic programming KW - Answer set programming KW - Non-monotonic reasoning KW - Equilibrium logic KW - Explicit negation Y1 - 2019 U6 - https://doi.org/10.1017/S1471068419000267 SN - 1471-0684 SN - 1475-3081 VL - 19 IS - 5-6 SP - 908 EP - 924 PB - Cambridge Univ. Press CY - New York ER - TY - JOUR A1 - Ahmad, Nadeem A1 - Shoaib, Umar A1 - Prinetto, Paolo T1 - Usability of Online Assistance From Semiliterate Users' Perspective JF - International journal of human computer interaction Y1 - 2015 U6 - https://doi.org/10.1080/10447318.2014.925772 SN - 1044-7318 SN - 1532-7590 VL - 31 IS - 1 SP - 55 EP - 64 PB - Taylor & Francis Group CY - Philadelphia ER - TY - JOUR A1 - Al Laban, Firas A1 - Reger, Martin A1 - Lucke, Ulrike T1 - Closing the Policy Gap in the Academic Bridge JF - Education sciences N2 - The highly structured nature of the educational sector demands effective policy mechanisms close to the needs of the field. That is why evidence-based policy making, endorsed by the European Commission under Erasmus+ Key Action 3, aims to make an alignment between the domains of policy and practice. Against this background, this article addresses two issues: First, that there is a vertical gap in the translation of higher-level policies to local strategies and regulations. Second, that there is a horizontal gap between educational domains regarding the policy awareness of individual players. This was analyzed in quantitative and qualitative studies with domain experts from the fields of virtual mobility and teacher training. From our findings, we argue that the combination of both gaps puts the academic bridge from secondary to tertiary education at risk, including the associated knowledge proficiency levels. We discuss the role of digitalization in the academic bridge by asking the question: which value does the involved stakeholders expect from educational policies? As a theoretical basis, we rely on the model of value co-creation for and by stakeholders. We describe the used instruments along with the obtained results and proposed benefits. Moreover, we reflect on the methodology applied, and we finally derive recommendations for future academic bridge policies. KW - policy evaluation KW - higher education KW - virtual mobility KW - teacher training Y1 - 2022 U6 - https://doi.org/10.3390/educsci12120930 SN - 2227-7102 VL - 12 IS - 12 PB - MDPI CY - Basel ER - TY - GEN A1 - Al Laban, Firas A1 - Reger, Martin A1 - Lucke, Ulrike T1 - Closing the Policy Gap in the Academic Bridge T2 - Zweitveröffentlichungen der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe N2 - The highly structured nature of the educational sector demands effective policy mechanisms close to the needs of the field. That is why evidence-based policy making, endorsed by the European Commission under Erasmus+ Key Action 3, aims to make an alignment between the domains of policy and practice. Against this background, this article addresses two issues: First, that there is a vertical gap in the translation of higher-level policies to local strategies and regulations. Second, that there is a horizontal gap between educational domains regarding the policy awareness of individual players. This was analyzed in quantitative and qualitative studies with domain experts from the fields of virtual mobility and teacher training. From our findings, we argue that the combination of both gaps puts the academic bridge from secondary to tertiary education at risk, including the associated knowledge proficiency levels. We discuss the role of digitalization in the academic bridge by asking the question: which value does the involved stakeholders expect from educational policies? As a theoretical basis, we rely on the model of value co-creation for and by stakeholders. We describe the used instruments along with the obtained results and proposed benefits. Moreover, we reflect on the methodology applied, and we finally derive recommendations for future academic bridge policies. T3 - Zweitveröffentlichungen der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe - 1310 KW - policy evaluation KW - higher education KW - virtual mobility KW - teacher training Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-583572 SN - 1866-8372 IS - 1310 ER - TY - THES A1 - Al-Areqi, Samih Taha Mohammed T1 - Semantics-based automatic geospatial service composition T1 - Semantikbasierte automatische Komposition von GIS-Diensten N2 - Although it has become common practice to build applications based on the reuse of existing components or services, technical complexity and semantic challenges constitute barriers to ensuring a successful and wide reuse of components and services. In the geospatial application domain, the barriers are self-evident due to heterogeneous geographic data, a lack of interoperability and complex analysis processes. Constructing workflows manually and discovering proper services and data that match user intents and preferences is difficult and time-consuming especially for users who are not trained in software development. Furthermore, considering the multi-objective nature of environmental modeling for the assessment of climate change impacts and the various types of geospatial data (e.g., formats, scales, and georeferencing systems) increases the complexity challenges. Automatic service composition approaches that provide semantics-based assistance in the process of workflow design have proven to be a solution to overcome these challenges and have become a frequent demand especially by end users who are not IT experts. In this light, the major contributions of this thesis are: (i) Simplification of service reuse and workflow design of applications for climate impact analysis by following the eXtreme Model-Driven Development (XMDD) paradigm. (ii) Design of a semantic domain model for climate impact analysis applications that comprises specifically designed services, ontologies that provide domain-specific vocabulary for referring to types and services, and the input/output annotation of the services using the terms defined in the ontologies. (iii) Application of a constraint-driven method for the automatic composition of workflows for analyzing the impacts of sea-level rise. The application scenario demonstrates the impact of domain modeling decisions on the results and the performance of the synthesis algorithm. N2 - Obwohl es gängige Praxis geworden ist, Anwendungen basierend auf der Wiederverwendung von existierenden Komponenten oder Diensten zu bauen, stellen technische Komplexität und semantische Herausforderungen Hindernisse beim Sicherstellen einer erfolgreichen und breiten Wiederverwendungen von Komponenten und Diensten. In der geowissenschaftlichen Anwendungsdomäne sind die Hindernisse durch heterogene geografische Daten, fehlende Interoperabilität und komplexe Analyseprozessen besonders offensichtlich. Workflows manuell zu konstruieren und passende Dienste und Daten zu finden, welche die Nutzerabsichten und -präferenzen abdecken, ist schwierig und zeitaufwändig besonders für Nutzer, die nicht in der Softwareentwicklung ausgebildet sind. Zudem erhöhen die verschiedenen Zielrichtungen der Umweltmodellierung für die Bewertung der Auswirkungen von Klimaänderungen und die unterschiedlichen Typen geografischer Daten (z.B. Formate, Skalierungen, und Georeferenzsysteme) die Komplexität. Automatische Dienstkompositionsansätze, die Semantik-basierte Unterstützung im Prozess des Workflowdesigns zur Verfügung stellen, haben bewiesen eine Lösung zur Bewältigung dieser Herausforderungen zu sein und sind besonders von Endnutzern, die keine IT-Experten sind, eine häufige Forderung geworden. Unter diesem Gesichtspunkt sind die Hauptbeiträge dieser Doktorarbeit: I. Vereinfachung der Wiederverwendung von Diensten und des Workflowdesigns von Klimafolgenanalysen durch Anwendung des Paradigma des eXtreme Model-Driven Development (XMDD) II. Design eines semantischen Domänenmodells für Anwendungen der Klimafolgenanalysen, welches speziell entwickelte Dienste, Ontologien (die domänen-spezifisches Vokabular zur Verfügung stellen, um Typen und Dienste zu beschreiben), und Eingabe-/Ausgabe-Annotationen der Dienste (unter Verwendung von Begriffen, die in den Ontologien definiert sind) enthält. III. Anwendungen einer Constraint-getriebenen Methode für die automatische Komposition von Workflows zum Analysieren der Auswirkungen des Meeresspiegelanstiegs. Das Anwendungsszenario demonstriert die Auswirkung von Domänenmodellierungsentscheidungen auf die Ergebnisse und die Laufzeit des Synthesealgorithmus. KW - geospatial services KW - service composition KW - scientific workflows KW - semantic domain modeling KW - ontologies KW - climate impact analysis KW - GIS-Dienstkomposition KW - Wissenschaftlichesworkflows KW - semantische Domänenmodellierung KW - Ontologien KW - Klimafolgenanalyse Y1 - 2017 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-402616 ER - TY - THES A1 - Al-Saffar, Loay Talib Ahmed T1 - Analysing prerequisites, expectations, apprehensions, and attitudes of University students studying computer science Y1 - 2016 ER - TY - BOOK A1 - Al-Saffar, Loay Talib Ahmed T1 - Where girls the role of boys in CS - attitudes of CS students in a female-dominated environment Y1 - 2013 SN - 978-3-86956-220-9 ER - TY - THES A1 - Al-Saffar, Loay Talib Ahmed T1 - Analysing prerequisites, expectations, apprehensions, and attitudes of university students studying Computer science T1 - Analyse von Voraussetzungen, Erwartungen, Haltungen, Einstellungen und Befürchtungen von Bachelor-Studierenden der Informatik N2 - The main objective of this dissertation is to analyse prerequisites, expectations, apprehensions, and attitudes of students studying computer science, who are willing to gain a bachelor degree. The research will also investigate in the students’ learning style according to the Felder-Silverman model. These investigations fall in the attempt to make an impact on reducing the “dropout”/shrinkage rate among students, and to suggest a better learning environment. The first investigation starts with a survey that has been made at the computer science department at the University of Baghdad to investigate the attitudes of computer science students in an environment dominated by women, showing the differences in attitudes between male and female students in different study years. Students are accepted to university studies via a centrally controlled admission procedure depending mainly on their final score at school. This leads to a high percentage of students studying subjects they do not want. Our analysis shows that 75% of the female students do not regret studying computer science although it was not their first choice. And according to statistics over previous years, women manage to succeed in their study and often graduate on top of their class. We finish with a comparison of attitudes between the freshman students of two different cultures and two different university enrolment procedures (University of Baghdad, in Iraq, and the University of Potsdam, in Germany) both with opposite gender majority. The second step of investigation took place at the department of computer science at the University of Potsdam in Germany and analyzes the learning styles of students studying the three major fields of study offered by the department (computer science, business informatics, and computer science teaching). Investigating the differences in learning styles between the students of those study fields who usually take some joint courses is important to be aware of which changes are necessary to be adopted in the teaching methods to address those different students. It was a two stage study using two questionnaires; the main one is based on the Index of Learning Styles Questionnaire of B. A. Solomon and R. M. Felder, and the second questionnaire was an investigation on the students’ attitudes towards the findings of their personal first questionnaire. Our analysis shows differences in the preferences of learning style between male and female students of the different study fields, as well as differences between students with the different specialties (computer science, business informatics, and computer science teaching). The third investigation looks closely into the difficulties, issues, apprehensions and expectations of freshman students studying computer science. The study took place at the computer science department at the University of Potsdam with a volunteer sample of students. The goal is to determine and discuss the difficulties and issues that they are facing in their study that may lead them to think in dropping-out, changing the study field, or changing the university. The research continued with the same sample of students (with business informatics students being the majority) through more than three semesters. Difficulties and issues during the study were documented, as well as students’ attitudes, apprehensions, and expectations. Some of the professors and lecturers opinions and solutions to some students’ problems were also documented. Many participants had apprehensions and difficulties, especially towards informatics subjects. Some business informatics participants began to think of changing the university, in particular when they reached their third semester, others thought about changing their field of study. Till the end of this research, most of the participants continued in their studies (the study they have started with or the new study they have changed to) without leaving the higher education system. N2 - Thema der Dissertation ist die Untersuchung von Voraussetzungen, Erwartungen, Haltungen, Einstellungen und Befürchtungen von Bachelor Studierenden der Informatik. Darüber hinaus werden in der vorliegenden Analyse anhand des Solomon/Felder-Modells Lerntypen unter den Informatik-Studierenden untersucht mit dem Ziel, mittels einer vorteilhafter gestalteten Lernumgebung zur Lernwirksamkeit und zur Reduktion der Abbrecherquote beizutragen. Zunächst werden anhand einer Vergleichsstudie zwischen Informatik-Studierenden an der Universität Bagdad und an der Universität Potsdam sowie jeweils zwischen männlichen und weiblichen Studierenden Unterschiede in der Wahrnehmung des Fachs herausgearbeitet. Hierzu trägt insbesondere das irakische Studienplatzvergabeverfahren bei, das den Studierenden nur wenig Freiheiten lässt, ein Studienfach zu wählen mit dem Ergebnis, dass viele Studierende, darunter überwiegend weibliche Studierende, gegen ihre Absicht Informatik studieren. Dennoch arrangieren sich auch die weiblichen Studierenden mit dem Fach und beenden das Studium oft mit Best-Noten. Der zweite Teil der Dissertation analysiert Lernstile von Studierenden des Instituts für Informatik der Universität Potsdam auf der Grundlage des Modells von Solomon/Felder mit dem Ziel, Hinweise für eine verbesserte Gestaltung der Lehrveranstaltungen zu gewinnen, die Lernende in der für sie geeigneten Form anspricht. Die Ergebnisse zeigen die Schwierigkeit, dieses Ziel zu erreichen, denn sowohl männliche und weibliche Studierende als auch Studierende von Informatik, Wirtschaftsinformatik und Lehramt Informatik weisen deutliche Unterschiede in den präferierten Lernstilen auf. In einer dritten qualitativen Studie wurden mit Studierenden von Informatik, Wirtschaftsinformatik und Lehramt Informatik Interviews über einen Zeitraum der ersten drei Studiensemester geführt, um einen detaillierten Einblick in Haltungen, Einstellungen und Erwartungen zum Studium zu gewinnen sowie Probleme zu ermitteln, die möglicherweise zum Abbruch des Studiums oder zum Wechsel des Fachs oder der Universität führen können. KW - computer science education KW - dropout KW - changing the university KW - changing the study field KW - Computer Science KW - business informatics KW - study problems KW - tutorial section KW - higher education KW - teachers KW - professors KW - Informatikvoraussetzungen KW - Studentenerwartungen KW - Studentenhaltungen KW - Universitätseinstellungen KW - Bachelorstudierende der Informatik KW - Abbrecherquote KW - Wirtschaftsinformatik KW - Informatik KW - Universität Potsdam KW - Universität Bagdad KW - Probleme in der Studie KW - Lehrer KW - Professoren KW - Theoretischen Vorlesungen KW - Programmierung KW - Anleitung KW - Hochschulsystem KW - Informatik-Studiengänge KW - Didaktik der Informatik Y1 - 2016 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-98437 ER - TY - THES A1 - Albrecht, Alexander T1 - Understanding and managing extract-transform-load systems Y1 - 2013 ER - TY - GEN A1 - Alhosseini Almodarresi Yasin, Seyed Ali A1 - Bin Tareaf, Raad A1 - Najafi, Pejman A1 - Meinel, Christoph T1 - Detect me if you can BT - Spam Bot Detection Using Inductive Representation Learning T2 - Companion Proceedings of The 2019 World Wide Web Conference N2 - Spam Bots have become a threat to online social networks with their malicious behavior, posting misinformation messages and influencing online platforms to fulfill their motives. As spam bots have become more advanced over time, creating algorithms to identify bots remains an open challenge. Learning low-dimensional embeddings for nodes in graph structured data has proven to be useful in various domains. In this paper, we propose a model based on graph convolutional neural networks (GCNN) for spam bot detection. Our hypothesis is that to better detect spam bots, in addition to defining a features set, the social graph must also be taken into consideration. GCNNs are able to leverage both the features of a node and aggregate the features of a node’s neighborhood. We compare our approach, with two methods that work solely on a features set and on the structure of the graph. To our knowledge, this work is the first attempt of using graph convolutional neural networks in spam bot detection. KW - Social Media Analysis KW - Bot Detection KW - Graph Embedding KW - Graph Convolutional Neural Networks Y1 - 2019 SN - 978-1-4503-6675-5 U6 - https://doi.org/10.1145/3308560.3316504 SP - 148 EP - 153 PB - Association for Computing Machinery CY - New York ER - TY - JOUR A1 - Alnemr, Rehab T1 - Context-aware Reputation in SOA and future internet Y1 - 2010 SN - 978-3-86956-036-6 ER - TY - THES A1 - Alnemr, Rehab T1 - Reputation object representation model for enabling reputation interoperability Y1 - 2011 CY - Potsdam ER - TY - THES A1 - Alsadeh, Ahmad T1 - Augmented secure neighbor discovery: aligning security, privacy and usability Y1 - 2013 CY - Potsdam ER - TY - THES A1 - Andjelkovic, Marko T1 - A methodology for characterization, modeling and mitigation of single event transient effects in CMOS standard combinational cells T1 - Eine Methode zur Charakterisierung, Modellierung und Minderung von SET Effekten in kombinierten CMOS-Standardzellen N2 - With the downscaling of CMOS technologies, the radiation-induced Single Event Transient (SET) effects in combinational logic have become a critical reliability issue for modern integrated circuits (ICs) intended for operation under harsh radiation conditions. The SET pulses generated in combinational logic may propagate through the circuit and eventually result in soft errors. It has thus become an imperative to address the SET effects in the early phases of the radiation-hard IC design. In general, the soft error mitigation solutions should accommodate both static and dynamic measures to ensure the optimal utilization of available resources. An efficient soft-error-aware design should address synergistically three main aspects: (i) characterization and modeling of soft errors, (ii) multi-level soft error mitigation, and (iii) online soft error monitoring. Although significant results have been achieved, the effectiveness of SET characterization methods, accuracy of predictive SET models, and efficiency of SET mitigation measures are still critical issues. Therefore, this work addresses the following topics: (i) Characterization and modeling of SET effects in standard combinational cells, (ii) Static mitigation of SET effects in standard combinational cells, and (iii) Online particle detection, as a support for dynamic soft error mitigation. Since the standard digital libraries are widely used in the design of radiation-hard ICs, the characterization of SET effects in standard cells and the availability of accurate SET models for the Soft Error Rate (SER) evaluation are the main prerequisites for efficient radiation-hard design. This work introduces an approach for the SPICE-based standard cell characterization with the reduced number of simulations, improved SET models and optimized SET sensitivity database. It has been shown that the inherent similarities in the SET response of logic cells for different input levels can be utilized to reduce the number of required simulations. Based on characterization results, the fitting models for the SET sensitivity metrics (critical charge, generated SET pulse width and propagated SET pulse width) have been developed. The proposed models are based on the principle of superposition, and they express explicitly the dependence of the SET sensitivity of individual combinational cells on design, operating and irradiation parameters. In contrast to the state-of-the-art characterization methodologies which employ extensive look-up tables (LUTs) for storing the simulation results, this work proposes the use of LUTs for storing the fitting coefficients of the SET sensitivity models derived from the characterization results. In that way the amount of characterization data in the SET sensitivity database is reduced significantly. The initial step in enhancing the robustness of combinational logic is the application of gate-level mitigation techniques. As a result, significant improvement of the overall SER can be achieved with minimum area, delay and power overheads. For the SET mitigation in standard cells, it is essential to employ the techniques that do not require modifying the cell structure. This work introduces the use of decoupling cells for improving the robustness of standard combinational cells. By insertion of two decoupling cells at the output of a target cell, the critical charge of the cell’s output node is increased and the attenuation of short SETs is enhanced. In comparison to the most common gate-level techniques (gate upsizing and gate duplication), the proposed approach provides better SET filtering. However, as there is no single gate-level mitigation technique with optimal performance, a combination of multiple techniques is required. This work introduces a comprehensive characterization of gate-level mitigation techniques aimed to quantify their impact on the SET robustness improvement, as well as introduced area, delay and power overhead per gate. By characterizing the gate-level mitigation techniques together with the standard cells, the required effort in subsequent SER analysis of a target design can be reduced. The characterization database of the hardened standard cells can be utilized as a guideline for selection of the most appropriate mitigation solution for a given design. As a support for dynamic soft error mitigation techniques, it is important to enable the online detection of energetic particles causing the soft errors. This allows activating the power-greedy fault-tolerant configurations based on N-modular redundancy only at the high radiation levels. To enable such a functionality, it is necessary to monitor both the particle flux and the variation of particle LET, as these two parameters contribute significantly to the system SER. In this work, a particle detection approach based on custom-sized pulse stretching inverters is proposed. Employing the pulse stretching inverters connected in parallel enables to measure the particle flux in terms of the number of detected SETs, while the particle LET variations can be estimated from the distribution of SET pulse widths. This approach requires a purely digital processing logic, in contrast to the standard detectors which require complex mixed-signal processing. Besides the possibility of LET monitoring, additional advantages of the proposed particle detector are low detection latency and power consumption, and immunity to error accumulation. The results achieved in this thesis can serve as a basis for establishment of an overall soft-error-aware database for a given digital library, and a comprehensive multi-level radiation-hard design flow that can be implemented with the standard IC design tools. The following step will be to evaluate the achieved results with the irradiation experiments. N2 - Mit der Verkleinerung der Strukturen moderner CMOS-Technologien sind strahlungsinduzierte Single Event Transient (SET)-Effekte in kombinatorischer Logik zu einem kritischen Zuverlässigkeitsproblem in integrierten Schaltkreisen (ICs) geworden, die für den Betrieb unter rauen Strahlungsbedingungen (z. B. im Weltraum) vorgesehen sind. Die in der Kombinationslogik erzeugten SET-Impulse können durch die Schaltungen propagieren und schließlich in Speicherelementen (z.B. Flip-Flops oder Latches) zwischengespeichert werden, was zu sogenannten Soft-Errors und folglich zu Datenbeschädigungen oder einem Systemausfall führt. Daher ist es in den frühen Phasen des strahlungsharten IC-Designs unerlässlich geworden, die SET-Effekte systematisch anzugehen. Im Allgemeinen sollten die Lösungen zur Minderung von Soft-Errors sowohl statische als auch dynamische Maßnahmen berücksichtigen, um die optimale Nutzung der verfügbaren Ressourcen sicherzustellen. Somit sollte ein effizientes Soft-Error-Aware-Design drei Hauptaspekte synergistisch berücksichtigen: (i) die Charakterisierung und Modellierung von Soft-Errors, (ii) eine mehrstufige-Soft-Error-Minderung und (iii) eine Online-Soft-Error-Überwachung. Obwohl signifikante Ergebnisse erzielt wurden, sind die Wirksamkeit der SET-Charakterisierung, die Genauigkeit von Vorhersagemodellen und die Effizienz der Minderungsmaßnahmen immer noch die kritischen Punkte. Daher stellt diese Arbeit die folgenden Originalbeiträge vor: • Eine ganzheitliche Methodik zur SPICE-basierten Charakterisierung von SET-Effekten in kombinatorischen Standardzellen und entsprechenden Härtungskonfigurationen auf Gate-Ebene mit reduzierter Anzahl von Simulationen und reduzierter SET-Sensitivitätsdatenbank. • Analytische Modelle für SET-Empfindlichkeit (kritische Ladung, erzeugte SET-Pulsbreite und propagierte SET-Pulsbreite), basierend auf dem Superpositionsprinzip und Anpassung der Ergebnisse aus SPICE-Simulationen. • Ein Ansatz zur SET-Abschwächung auf Gate-Ebene, der auf dem Einfügen von zwei Entkopplungszellen am Ausgang eines Logikgatters basiert, was den Anstieg der kritischen Ladung und die signifikante Unterdrückung kurzer SETs beweist. • Eine vergleichende Charakterisierung der vorgeschlagenen SET-Abschwächungstechnik mit Entkopplungszellen und sieben bestehenden Techniken durch eine quantitative Bewertung ihrer Auswirkungen auf die Verbesserung der SET-Robustheit einzelner Logikgatter. • Ein Partikeldetektor auf Basis von Impulsdehnungs-Invertern in Skew-Größe zur Online-Überwachung des Partikelflusses und der LET-Variationen mit rein digitaler Anzeige. Die in dieser Dissertation erzielten Ergebnisse können als Grundlage für den Aufbau einer umfassenden Soft-Error-aware-Datenbank für eine gegebene digitale Bibliothek und eines umfassenden mehrstufigen strahlungsharten Designflusses dienen, der mit den Standard-IC-Designtools implementiert werden kann. Im nächsten Schritt werden die mit den Bestrahlungsexperimenten erzielten Ergebnisse ausgewertet. KW - Single Event Transient KW - radiation hardness design KW - Single Event Transient KW - Strahlungshärte Entwurf Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-534843 ER - TY - JOUR A1 - Andjelković, Marko A1 - Chen, Junchao A1 - Simevski, Aleksandar A1 - Schrape, Oliver A1 - Krstić, Miloš A1 - Kraemer, Rolf T1 - Monitoring of particle count rate and LET variations with pulse stretching inverters JF - IEEE transactions on nuclear science : a publication of the IEEE Nuclear and Plasma Sciences Society N2 - This study investigates the use of pulse stretching (skew-sized) inverters for monitoring the variation of count rate and linear energy transfer (LET) of energetic particles. The basic particle detector is a cascade of two pulse stretching inverters, and the required sensing area is obtained by connecting up to 12 two-inverter cells in parallel and employing the required number of parallel arrays. The incident particles are detected as single-event transients (SETs), whereby the SET count rate denotes the particle count rate, while the SET pulsewidth distribution depicts the LET variations. The advantage of the proposed solution is the possibility to sense the LET variations using fully digital processing logic. SPICE simulations conducted on IHP's 130-nm CMOS technology have shown that the SET pulsewidth varies by approximately 550 ps over the LET range from 1 to 100 MeV center dot cm(2) center dot mg(-1). The proposed detector is intended for triggering the fault-tolerant mechanisms within a self-adaptive multiprocessing system employed in space. It can be implemented as a standalone detector or integrated in the same chip with the target system. KW - Particle detector KW - pulse stretching inverters KW - single-event transient KW - (SET) count rate KW - SET pulsewidth distribution Y1 - 2021 U6 - https://doi.org/10.1109/TNS.2021.3076400 SN - 0018-9499 SN - 1558-1578 VL - 68 IS - 8 SP - 1772 EP - 1781 PB - Institute of Electrical and Electronics Engineers CY - New York, NY ER - TY - JOUR A1 - Anger, Christian A1 - Gebser, Martin A1 - Janhunen, Tomi A1 - Schaub, Torsten H. T1 - What's a head without a body? Y1 - 2006 ER - TY - JOUR A1 - Anger, Christian A1 - Gebser, Martin A1 - Linke, Thomas A1 - Neumann, Andre A1 - Schaub, Torsten H. T1 - The nomore++ approach to answer set solving Y1 - 2005 UR - http://www.cs.uni-potsdam.de/wv/pdfformat/angelinesc05c.pdf ER - TY - JOUR A1 - Anger, Christian A1 - Gebser, Martin A1 - Linke, Thomas A1 - Neumann, Andre A1 - Schaub, Torsten H. T1 - The nomore++ approach to answer set solving Y1 - 2005 UR - http://www.cs.uni-potsdam.de/wv/pdfformat/angelinesc05c.pdf ER - TY - JOUR A1 - Anger, Christian A1 - Gebser, Martin A1 - Schaub, Torsten H. T1 - Approaching the core of unfounded sets Y1 - 2006 UR - http://www.cs.uni-potsdam.de/wv/pdfformat/angesc06a.pdf ER - TY - JOUR A1 - Anger, Christian A1 - Konczak, Kathrin A1 - Linke, Thomas T1 - NoMoRe: A system for non-monotonic reasoning with logic programs under answer set semantics Y1 - 2002 SN - 3-540-42254-4 ER - TY - JOUR A1 - Anger, Christian A1 - Konczak, Kathrin A1 - Linke, Thomas T1 - NoMoRe: Non-monotonic reasoning with logic programs Y1 - 2002 SN - 3-540-44190-5 ER - TY - JOUR A1 - Anger, Christian A1 - Konczak, Kathrin A1 - Linke, Thomas T1 - A system for non-monotonic reasoning under answer set semantics Y1 - 2001 SN - 3-540-42593-4 ER - TY - JOUR A1 - Anger, Christian A1 - Konczak, Kathrin A1 - Linke, Thomas A1 - Schaub, Torsten H. T1 - A Glimpse of Answer Set Programming Y1 - 2005 UR - http://www.cs.uni-potsdam.de/~konczak/Papers/ankolisc05.pdf SN - 0170-4516 ER - TY - THES A1 - Appeltauer, Malte T1 - Extending Context-oriented Programming to New Application Domains: Run-time Adaptation Support for Java Y1 - 2012 CY - Potsdam ER - TY - JOUR A1 - Appeltauer, Malte T1 - declarative and event-based context-oriented programming Y1 - 2010 SN - 978-3-86956-036-6 ER - TY - JOUR A1 - Arrighi, Pablo A1 - Nesme, Vincent A1 - Werner, Reinhard F. T1 - One-Dimensional quantum cellular automata JF - International journal of unconventional computing : non-classical computation and cellular automata N2 - We define and study quantum cellular automata (QCA). We show that they are reversible and that the neighborhood of the inverse is the opposite of the neighborhood. We also show that QCA always admit, modulo shifts, a two-layered block representation. Note that the same two-layered block representation result applies also over infinite configurations, as was previously shown for one-dimensional systems in the more elaborate formalism of operators algebras [18]. Here the proof is simpler and self-contained, moreover we discuss a counterexample QCA in higher dimensions. KW - cellular automata KW - quantum KW - neighborhood KW - block representation Y1 - 2011 SN - 1548-7199 VL - 7 IS - 4 SP - 223 EP - 244 PB - Old City Publishing Science CY - Philadelphia ER - TY - THES A1 - Ashouri, Mohammadreza T1 - TrainTrap BT - a hybrid technique for vulnerability analysis in JAVA Y1 - 2020 ER - TY - THES A1 - Awad, Ahmed Mahmoud Hany Aly T1 - A compliance management framework for business process models T1 - Ein Compliance-Management-Framework für Geschäftsprozessmodelle N2 - Companies develop process models to explicitly describe their business operations. In the same time, business operations, business processes, must adhere to various types of compliance requirements. Regulations, e.g., Sarbanes Oxley Act of 2002, internal policies, best practices are just a few sources of compliance requirements. In some cases, non-adherence to compliance requirements makes the organization subject to legal punishment. In other cases, non-adherence to compliance leads to loss of competitive advantage and thus loss of market share. Unlike the classical domain-independent behavioral correctness of business processes, compliance requirements are domain-specific. Moreover, compliance requirements change over time. New requirements might appear due to change in laws and adoption of new policies. Compliance requirements are offered or enforced by different entities that have different objectives behind these requirements. Finally, compliance requirements might affect different aspects of business processes, e.g., control flow and data flow. As a result, it is infeasible to hard-code compliance checks in tools. Rather, a repeatable process of modeling compliance rules and checking them against business processes automatically is needed. This thesis provides a formal approach to support process design-time compliance checking. Using visual patterns, it is possible to model compliance requirements concerning control flow, data flow and conditional flow rules. Each pattern is mapped into a temporal logic formula. The thesis addresses the problem of consistency checking among various compliance requirements, as they might stem from divergent sources. Also, the thesis contributes to automatically check compliance requirements against process models using model checking. We show that extra domain knowledge, other than expressed in compliance rules, is needed to reach correct decisions. In case of violations, we are able to provide a useful feedback to the user. The feedback is in the form of parts of the process model whose execution causes the violation. In some cases, our approach is capable of providing automated remedy of the violation. N2 - Firmen entwickeln Prozessmodelle um ihre Geschäftstätigkeit explizit zu beschreiben. Geschäftsprozesse müssen verschiedene Arten von Compliance-Anforderungen einhalten. Solche Compliance-Anforderungen entstammen einer Vielzahl von Quellen, z.B. Verordnung wie dem Sarbanes Oxley Act von 2002, interne Richtlinien und Best Practices. Die Nichteinhaltung von Compliance-Anforderungen kann zu gesetzlichen Strafen oder dem Verlust von Wettbewerbsvorteilen und somit dem Verlust von Marktanteilen führen. Im Gegensatz zum klassischen, domänen-unabhängigen Begriff der Korrektheit von Geschäftsprozessen, sind Compliance-Anforderungen domain-spezifisch und ändern sich im Laufe der Zeit. Neue Anforderungen resultieren aus neuen Gesetzen und der Einführung neuer Unternehmensrichtlinien. Aufgrund der Vielzahl der Quellen für Compliance-Anforderungen, können sie unterschiedliche Ziele verfolgen und somit widersprüchliche Aussagen treffen. Schließlich betreffen Compliance-Anforderungen verschiedene Aspekte von Geschäftsprozessen, wie Kontrollfluss- und Datenabhängigkeiten. Auf Grund dessen können Compliance-Prüfungen nicht direkt Hard-coded werden. Vielmehr ist ein Prozess der wiederholten Modellierung von Compliance-Regeln und ihrer anschließenden automatischen Prüfung gegen die Geschäftsprozesse nötig. Diese Dissertation stellt einen formalen Ansatz zur Überprüfung der Einhaltung von Compliance-Regeln während der Spezifikation von Geschäftsprozessen vor. Mit visuellen Mustern ist es möglich, Compliance-Regeln hinsichtlich Kontrollfluss- und Datenabhängigkeiten sowie bedingte Regeln zu spezifizieren. Jedes Muster wird in eine Formel der temporalen Logik abgebildet. Die Dissertation behandelt das Problem der Konsistenzprüfung zwischen verschiedenen Compliance-Anforderungen, wie sie sich aus unterschiedlichen Quellen ergeben können. Ebenfalls zeigt diese Dissertation, wie Compliance-Regeln gegen die Geschäftsprozesse automatisch mittels Model Checking geprüft werden. Es wird aufgezeigt, dass zusätzliche Domänen-Kenntnisse notwendig sind, um richtige Entscheidungen zu treffen. Der vorgestelle Ansatz ermöglicht nützliches Feedback für Modellierer im Fall eines Compliance-Verstoßes. Das Feedback wird in Form von Teilen des Prozessmodells gegeben, deren Ausführung die Verletzung verursacht. In einigen Fällen ist der vorgestellte Ansatz in der Lage, den Compliance-Verstoß automatisch zu beheben. KW - Geschäftsprozessmodelle KW - Compliance KW - Temporallogik KW - Verletzung Erklärung KW - Verletzung Auflösung KW - Business Process Models KW - Compliance KW - Temporal Logic KW - Violation Explanation KW - Violation Resolution Y1 - 2010 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus-49222 ER - TY - BOOK A1 - Aydin, Suna A1 - Jürgensen, Helmut A1 - Robbins, L. E. T1 - Dialogues as co-operating grammars T3 - Preprint / Universität Potsdam, Institut für Informatik Y1 - 2001 SN - 0946-7580 VL - 2001, 1 PB - Univ. CY - Potsdam ER - TY - JOUR A1 - Baedke, Jan A1 - Schöttler, Tobias T1 - Visual Metaphors in the Sciences BT - the Case of Epigenetic Landscape Images JF - Journal for General Philosophy of Science N2 - Recent philosophical analyses of the epistemic dimension of images in the sciences show a certain trend in acknowledging potential roles of these images beyond their merely decorative or pedagogical functions. We argue, however, that this new debate has yet paid little attention to a special type of pictures, we call ‘visual metaphor’, and its versatile heuristic potential in organizing data, supporting communication, and guiding research, modeling, and theory formation. Based on a case study of Conrad Hal Waddington’s epigenetic landscape images in biology, we develop a descriptive framework applicable to heuristic roles of various visual metaphors in the sciences. KW - Conrad Hal Waddington KW - Epigenetic landscape KW - Modelling KW - Scientific images KW - Theory formation KW - Visual metaphor Y1 - 2017 U6 - https://doi.org/10.1007/s10838-016-9353-9 SN - 0925-4560 SN - 1572-8587 VL - 48 SP - 173 EP - 194 PB - Springer CY - Dordrecht ER - TY - JOUR A1 - Baier, Thomas A1 - Di Ciccio, Claudio A1 - Mendling, Jan A1 - Weske, Mathias T1 - Matching events and activities by integrating behavioral aspects and label analysis JF - Software and systems modeling N2 - Nowadays, business processes are increasingly supported by IT services that produce massive amounts of event data during the execution of a process. These event data can be used to analyze the process using process mining techniques to discover the real process, measure conformance to a given process model, or to enhance existing models with performance information. Mapping the produced events to activities of a given process model is essential for conformance checking, annotation and understanding of process mining results. In order to accomplish this mapping with low manual effort, we developed a semi-automatic approach that maps events to activities using insights from behavioral analysis and label analysis. The approach extracts Declare constraints from both the log and the model to build matching constraints to efficiently reduce the number of possible mappings. These mappings are further reduced using techniques from natural language processing, which allow for a matching based on labels and external knowledge sources. The evaluation with synthetic and real-life data demonstrates the effectiveness of the approach and its robustness toward non-conforming execution logs. KW - Process mining KW - Event mapping KW - Business process intelligence KW - Constraint satisfaction KW - Declare KW - Natural language processing Y1 - 2018 U6 - https://doi.org/10.1007/s10270-017-0603-z SN - 1619-1366 SN - 1619-1374 VL - 17 IS - 2 SP - 573 EP - 598 PB - Springer CY - Heidelberg ER - TY - JOUR A1 - Baier, Thomas A1 - Mendling, Jan A1 - Weske, Mathias T1 - Bridging abstraction layers in process mining JF - Information systems N2 - While the maturity of process mining algorithms increases and more process mining tools enter the market, process mining projects still face the problem of different levels of abstraction when comparing events with modeled business activities. Current approaches for event log abstraction try to abstract from the events in an automated way that does not capture the required domain knowledge to fit business activities. This can lead to misinterpretation of discovered process models. We developed an approach that aims to abstract an event log to the same abstraction level that is needed by the business. We use domain knowledge extracted from existing process documentation to semi-automatically match events and activities. Our abstraction approach is able to deal with n:m relations between events and activities and also supports concurrency. We evaluated our approach in two case studies with a German IT outsourcing company. (C) 2014 Elsevier Ltd. All rights reserved. KW - Process mining KW - Abstraction KW - Event mapping Y1 - 2014 U6 - https://doi.org/10.1016/j.is.2014.04.004 SN - 0306-4379 SN - 1873-6076 VL - 46 SP - 123 EP - 139 PB - Elsevier CY - Oxford ER - TY - JOUR A1 - Bailis, Peter A1 - Dillahunt, Tawanna A1 - Müller, Stefanie A1 - Baudisch, Patrick T1 - Research for Practice: Technology for Underserved Communities; Personal Fabrication JF - Communications of the ACM / Association for Computing Machinery N2 - THIS INSTALLMENT OF Research for Practice provides curated reading guides to technology for underserved communities and to new developments in personal fabrication. First, Tawanna Dillahunt describes design considerations and technology for underserved and impoverished communities. Designing for the more than 1.6 billion impoverished individuals worldwide requires special consideration of community needs, constraints, and context. Her selections span protocols for poor-quality communication networks, community-driven content generation, and resource and public service discovery. Second, Stefanie Mueller and Patrick Baudisch provide an overview of recent advances in personal fabrication (for example, 3D printers). Y1 - 2017 U6 - https://doi.org/10.1145/3080188 SN - 0001-0782 SN - 1557-7317 VL - 60 SP - 46 EP - 49 PB - Association for Computing Machinery CY - New York ER - TY - JOUR A1 - Bakera, Marco A1 - Margaria, Tiziana A1 - Renner, Clemens D. A1 - Steffen, Bernhard T1 - Game-Based model checking for reliable autonomy in space JF - Journal of aerospace computing, information, and communication N2 - Autonomy is an emerging paradigm for the design and implementation of managed services and systems. Self-managed aspects frequently concern the communication of systems with their environment. Self-management subsystems are critical, they should thus be designed and implemented as high-assurance components. Here, we propose to use GEAR, a game-based model checker for the full modal mu-calculus, and derived, more user-oriented logics, as a user friendly tool that can offer automatic proofs of critical properties of such systems. Designers and engineers can interactively investigate automatically generated winning strategies resulting from the games, this way exploring the connection between the property, the system, and the proof. The benefits of the approach are illustrated on a case study that concerns the ExoMars Rover. Y1 - 2011 U6 - https://doi.org/10.2514/1.32013 SN - 1940-3151 VL - 8 IS - 4 SP - 100 EP - 114 PB - American Institute of Aeronautics and Astronautics CY - Reston ER - TY - BOOK A1 - Balan, Sakthin M. A1 - Jürgensen, Helmut T1 - Peptide computing : universality and theoretical model T3 - Preprint / Universität Potsdam, Institut für Informatik Y1 - 2006 SN - 0946-7580 VL - 2006, 1 PB - Univ. CY - Potsdam ER - TY - BOOK A1 - Balan, Sakthin M. A1 - Jürgensen, Helmut T1 - On the universality of peptide computing T3 - Preprint / Universität Potsdam, Institut für Informatik Y1 - 2006 SN - 0946-7580 VL - 2006, 9 PB - Univ. CY - Potsdam ER - TY - JOUR A1 - Banbara, Mutsunori A1 - Inoue, Katsumi A1 - Kaufmann, Benjamin A1 - Okimoto, Tenda A1 - Schaub, Torsten H. A1 - Soh, Takehide A1 - Tamura, Naoyuki A1 - Wanko, Philipp T1 - teaspoon BT - solving the curriculum-based course timetabling problems with answer set programming JF - Annals of operation research N2 - Answer Set Programming (ASP) is an approach to declarative problem solving, combining a rich yet simple modeling language with high performance solving capacities. We here develop an ASP-based approach to curriculum-based course timetabling (CB-CTT), one of the most widely studied course timetabling problems. The resulting teaspoon system reads a CB-CTT instance of a standard input format and converts it into a set of ASP facts. In turn, these facts are combined with a first-order encoding for CB-CTT solving, which can subsequently be solved by any off-the-shelf ASP systems. We establish the competitiveness of our approach by empirically contrasting it to the best known bounds obtained so far via dedicated implementations. Furthermore, we extend the teaspoon system to multi-objective course timetabling and consider minimal perturbation problems. KW - Educational timetabling KW - Course timetabling KW - Answer set programming KW - Multi-objective optimization KW - Minimal perturbation problems Y1 - 2018 U6 - https://doi.org/10.1007/s10479-018-2757-7 SN - 0254-5330 SN - 1572-9338 VL - 275 IS - 1 SP - 3 EP - 37 PB - Springer CY - Dordrecht ER - TY - JOUR A1 - Banbara, Mutsunori A1 - Soh, Takehide A1 - Tamura, Naoyuki A1 - Inoue, Katsumi A1 - Schaub, Torsten H. T1 - Answer set programming as a modeling language for course timetabling JF - Theory and practice of logic programming N2 - The course timetabling problem can be generally defined as the task of assigning a number of lectures to a limited set of timeslots and rooms, subject to a given set of hard and soft constraints. The modeling language for course timetabling is required to be expressive enough to specify a wide variety of soft constraints and objective functions. Furthermore, the resulting encoding is required to be extensible for capturing new constraints and for switching them between hard and soft, and to be flexible enough to deal with different formulations. In this paper, we propose to make effective use of ASP as a modeling language for course timetabling. We show that our ASP-based approach can naturally satisfy the above requirements, through an ASP encoding of the curriculum-based course timetabling problem proposed in the third track of the second international timetabling competition (ITC-2007). Our encoding is compact and human-readable, since each constraint is individually expressed by either one or two rules. Each hard constraint is expressed by using integrity constraints and aggregates of ASP. Each soft constraint S is expressed by rules in which the head is the form of penalty (S, V, C), and a violation V and its penalty cost C are detected and calculated respectively in the body. We carried out experiments on four different benchmark sets with five different formulations. We succeeded either in improving the bounds or producing the same bounds for many combinations of problem instances and formulations, compared with the previous best known bounds. KW - answer set programming KW - educational timetabling KW - course timetabling Y1 - 2013 U6 - https://doi.org/10.1017/S1471068413000495 SN - 1471-0684 VL - 13 IS - 2 SP - 783 EP - 798 PB - Cambridge Univ. Press CY - New York ER - TY - JOUR A1 - Bandyopadhyay, Soumyadip A1 - Sarkar, Dipankar A1 - Mandal, Chittaranjan A1 - Giese, Holger T1 - Translation validation of coloured Petri net models of programs on integers JF - Acta informatica N2 - Programs are often subjected to significant optimizing and parallelizing transformations based on extensive dependence analysis. Formal validation of such transformations needs modelling paradigms which can capture both control and data dependences in the program vividly. Being value-based with an inherent scope of capturing parallelism, the untimed coloured Petri net (CPN) models, reported in the literature, fit the bill well; accordingly, they are likely to be more convenient as the intermediate representations (IRs) of both the source and the transformed codes for translation validation than strictly sequential variable-based IRs like sequential control flow graphs (CFGs). In this work, an efficient path-based equivalence checking method for CPN models of programs on integers is presented. Extensive experimentation has been carried out on several sequential and parallel examples. Complexity and correctness issues have been treated rigorously for the method. Y1 - 2022 U6 - https://doi.org/10.1007/s00236-022-00419-z SN - 0001-5903 SN - 1432-0525 VL - 59 IS - 6 SP - 725 EP - 759 PB - Springer CY - New York ER - TY - JOUR A1 - Bauer, Chris A1 - Herwig, Ralf A1 - Lienhard, Matthias A1 - Prasse, Paul A1 - Scheffer, Tobias A1 - Schuchhardt, Johannes T1 - Large-scale literature mining to assess the relation between anti-cancer drugs and cancer types JF - Journal of translational medicine N2 - Background: There is a huge body of scientific literature describing the relation between tumor types and anti-cancer drugs. The vast amount of scientific literature makes it impossible for researchers and physicians to extract all relevant information manually. Methods: In order to cope with the large amount of literature we applied an automated text mining approach to assess the relations between 30 most frequent cancer types and 270 anti-cancer drugs. We applied two different approaches, a classical text mining based on named entity recognition and an AI-based approach employing word embeddings. The consistency of literature mining results was validated with 3 independent methods: first, using data from FDA approvals, second, using experimentally measured IC-50 cell line data and third, using clinical patient survival data. Results: We demonstrated that the automated text mining was able to successfully assess the relation between cancer types and anti-cancer drugs. All validation methods showed a good correspondence between the results from literature mining and independent confirmatory approaches. The relation between most frequent cancer types and drugs employed for their treatment were visualized in a large heatmap. All results are accessible in an interactive web-based knowledge base using the following link: . Conclusions: Our approach is able to assess the relations between compounds and cancer types in an automated manner. Both, cancer types and compounds could be grouped into different clusters. Researchers can use the interactive knowledge base to inspect the presented results and follow their own research questions, for example the identification of novel indication areas for known drugs. KW - Literature mining KW - Anti-cancer drugs KW - Tumor types KW - Word embeddings KW - Database Y1 - 2021 U6 - https://doi.org/10.1186/s12967-021-02941-z SN - 1479-5876 VL - 19 IS - 1 PB - BioMed Central CY - London ER - TY - BOOK A1 - Becker, Basil T1 - Model-based extension of AUTOSAR for architectural online reconfiguration Y1 - 2010 SN - 978-3-86956-036-6 ER - TY - JOUR A1 - Beerenwinkel, Niko A1 - Sing, Tobias A1 - Lengauer, Thomas A1 - Rahnenfuhrer, Joerg A1 - Roomp, Kirsten A1 - Savenkov, Igor A1 - Fischer, Roman A1 - Hoffmann, Daniel A1 - Selbig, Joachim A1 - Korn, Klaus A1 - Walter, Hauke A1 - Berg, Thomas A1 - Braun, Patrick A1 - Faetkenheuer, Gerd A1 - Oette, Mark A1 - Rockstroh, Juergen A1 - Kupfer, Bernd A1 - Kaiser, Rolf A1 - Daeumer, Martin T1 - Computational methods for the design of effective therapies against drug resistant HIV strains N2 - The development of drug resistance is a major obstacle to successful treatment of HIV infection. The extraordinary replication dynamics of HIV facilitates its escape from selective pressure exerted by the human immune system and by combination drug therapy. We have developed several computational methods whose combined use can support the design of optimal antiretroviral therapies based on viral genomic data Y1 - 2005 ER - TY - JOUR A1 - Benhammadi, Farid A1 - Nicolas, Pascal A1 - Schaub, Torsten H. T1 - Extension calculus and query answering in prioritized default logic Y1 - 1998 SN - 3-540-64993-X ER - TY - JOUR A1 - Benhammadi, Farid A1 - Nicolas, Pascal A1 - Schaub, Torsten H. T1 - Extension calculus and query answering in prioritized default logic Y1 - 1998 SN - 3-540- 64993-X ER - TY - JOUR A1 - Benhammadi, Farid A1 - Nicolas, Pascal A1 - Schaub, Torsten H. T1 - Query-answering in prioritized default logic Y1 - 1999 SN - 3-540-66131-X ER - TY - JOUR A1 - Benhammadi, Farid A1 - Nicolas, Pascal A1 - Schaub, Torsten H. T1 - Query-answering in prioritized default logic Y1 - 1999 SN - 3-540-66131-X ER - TY - THES A1 - Bensch, Suna T1 - Parallel systems as mildly context-sensitive grammar formalisms Y1 - 2008 ER - TY - JOUR A1 - Bensch, Suna A1 - Bordihn, Henning A1 - Holzer, Markus A1 - Kutrib, Martin T1 - On input-revolving deterministic and nondeterministic finite automata N2 - We introduce and investigate input-revolving finite automata, which are (nondeterministic) finite state automata with the additional ability to shift the remaining part of the input. Three different modes of shifting are considered, namely revolving to the left, revolving to the right, and circular-interchanging. We investigate the computational capacities of these three types of automata and their deterministic variants, comparing any of the six classes of automata with each other and with further classes of well-known automata. In particular, it is shown that nondeterminism is better than determinism, that is, for all three modes of shifting there is a language accepted by the nondeterministic model but not accepted by any deterministic automaton of the same type. Concerning the closure properties most of the deterministic language families studied are not closed under standard operations. For example, we show that the family of languages accepted by deterministic right-revolving finite automata is an anti-AFL which is not closed under reversal and intersection. Y1 - 2009 UR - http://www.sciencedirect.com/science/journal/08905401 U6 - https://doi.org/10.1016/J.Ic.2009.03.002 SN - 0890-5401 ER - TY - JOUR A1 - Besnard, Philippe A1 - Fanselow, Gisbert A1 - Schaub, Torsten H. T1 - Optimality theory as a family of cumulative logics Y1 - 2002 ER - TY - JOUR A1 - Besnard, Philippe A1 - Hunter, Anthony T1 - A logic-based theory of deductive arguments Y1 - 2001 SN - 0004-3702 ER - TY - JOUR A1 - Besnard, Philippe A1 - Hunter, Anthony T1 - Towards a logic-based theory of argumentation Y1 - 2000 SN - 0-262-51112-6 ER - TY - JOUR A1 - Besnard, Philippe A1 - Lang, Jerome T1 - Graded paraconsistency Y1 - 2000 SN - 0-86380-253-2 ER - TY - JOUR A1 - Besnard, Philippe A1 - Mercer, Robert E. A1 - Schaub, Torsten H. T1 - Optimality theory throught default logic Y1 - 2003 SN - 3-540-20059-2 ER - TY - JOUR A1 - Besnard, Philippe A1 - Mercer, Robert E. A1 - Schaub, Torsten H. T1 - Optimality Theory via Default Logic Y1 - 2002 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. T1 - A simple signed system for paraconsistent reasoning Y1 - 1996 SN - 3-540-61630-6 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. T1 - A context-based framework for default logics Y1 - 1993 SN - 0-262-51071-5 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. T1 - Signed systems for paraconsistent reasoning Y1 - 1998 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. T1 - Characterization of non-monotone non-constructive systems Y1 - 1998 SN - 1012-2443 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. T1 - Signed systems for paraconsistent reasoning Y1 - 1998 SN - 0168-7433 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. T1 - An approach to context-based default reasoning Y1 - 1995 SN - 0169-2968 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. T1 - Circumscribing inconsistency Y1 - 1997 SN - 1-558-60480-4 SN - 1045-0823 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. T1 - Significant inferences Y1 - 2000 SN - 1-55860-690-4 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. T1 - What is a (non-constructive) non-monotone logical system? Y1 - 2000 SN - 0304-3975 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. A1 - Tompits, Hans A1 - Woltran, Stefan T1 - Paraconsistent reasoning via quantified boolean formulas Y1 - 2002 SN - 3-540-44190-5 ER - TY - JOUR A1 - Besnard, Philippe A1 - Schaub, Torsten H. A1 - Tompits, Hans A1 - Woltran, Stefan T1 - Paraconsistent reasoning via quantified boolean formulas : Part II: Circumscribing inconsistent theories Y1 - 2003 SN - 3-540- 409494-5 ER - TY - JOUR A1 - Bhattacharya, M. K. A1 - Dimitriev, Alexej A1 - Gössel, Michael T1 - Zero-aliasing space compresion using a single periodic output and its application to testing of embedded Y1 - 2000 ER - TY - JOUR A1 - Bibel, Wolfgang A1 - Brüning, Stefan A1 - Otten, Jens A1 - Rath, Thomas A1 - Schaub, Torsten H. T1 - Compressions and extensions Y1 - 1998 ER - TY - THES A1 - Bickel, Steffen T1 - Learning under differing training and test distributions T1 - Lernen mit unterschiedlichen Trainings- und Testverteilungen N2 - One of the main problems in machine learning is to train a predictive model from training data and to make predictions on test data. Most predictive models are constructed under the assumption that the training data is governed by the exact same distribution which the model will later be exposed to. In practice, control over the data collection process is often imperfect. A typical scenario is when labels are collected by questionnaires and one does not have access to the test population. For example, parts of the test population are underrepresented in the survey, out of reach, or do not return the questionnaire. In many applications training data from the test distribution are scarce because they are difficult to obtain or very expensive. Data from auxiliary sources drawn from similar distributions are often cheaply available. This thesis centers around learning under differing training and test distributions and covers several problem settings with different assumptions on the relationship between training and test distributions-including multi-task learning and learning under covariate shift and sample selection bias. Several new models are derived that directly characterize the divergence between training and test distributions, without the intermediate step of estimating training and test distributions separately. The integral part of these models are rescaling weights that match the rescaled or resampled training distribution to the test distribution. Integrated models are studied where only one optimization problem needs to be solved for learning under differing distributions. With a two-step approximation to the integrated models almost any supervised learning algorithm can be adopted to biased training data. In case studies on spam filtering, HIV therapy screening, targeted advertising, and other applications the performance of the new models is compared to state-of-the-art reference methods. N2 - Eines der wichtigsten Probleme im Maschinellen Lernen ist das Trainieren von Vorhersagemodellen aus Trainingsdaten und das Ableiten von Vorhersagen für Testdaten. Vorhersagemodelle basieren üblicherweise auf der Annahme, dass Trainingsdaten aus der gleichen Verteilung gezogen werden wie Testdaten. In der Praxis ist diese Annahme oft nicht erfüllt, zum Beispiel, wenn Trainingsdaten durch Fragebögen gesammelt werden. Hier steht meist nur eine verzerrte Zielpopulation zur Verfügung, denn Teile der Population können unterrepräsentiert sein, nicht erreichbar sein, oder ignorieren die Aufforderung zum Ausfüllen des Fragebogens. In vielen Anwendungen stehen nur sehr wenige Trainingsdaten aus der Testverteilung zur Verfügung, weil solche Daten teuer oder aufwändig zu sammeln sind. Daten aus alternativen Quellen, die aus ähnlichen Verteilungen gezogen werden, sind oft viel einfacher und günstiger zu beschaffen. Die vorliegende Arbeit beschäftigt sich mit dem Lernen von Vorhersagemodellen aus Trainingsdaten, deren Verteilung sich von der Testverteilung unterscheidet. Es werden verschiedene Problemstellungen behandelt, die von unterschiedlichen Annahmen über die Beziehung zwischen Trainings- und Testverteilung ausgehen. Darunter fallen auch Multi-Task-Lernen und Lernen unter Covariate Shift und Sample Selection Bias. Es werden mehrere neue Modelle hergeleitet, die direkt den Unterschied zwischen Trainings- und Testverteilung charakterisieren, ohne dass eine einzelne Schätzung der Verteilungen nötig ist. Zentrale Bestandteile der Modelle sind Gewichtungsfaktoren, mit denen die Trainingsverteilung durch Umgewichtung auf die Testverteilung abgebildet wird. Es werden kombinierte Modelle zum Lernen mit verschiedenen Trainings- und Testverteilungen untersucht, für deren Schätzung nur ein einziges Optimierungsproblem gelöst werden muss. Die kombinierten Modelle können mit zwei Optimierungsschritten approximiert werden und dadurch kann fast jedes gängige Vorhersagemodell so erweitert werden, dass verzerrte Trainingsverteilungen korrigiert werden. In Fallstudien zu Email-Spam-Filterung, HIV-Therapieempfehlung, Zielgruppenmarketing und anderen Anwendungen werden die neuen Modelle mit Referenzmethoden verglichen. KW - Maschinelles Lernen KW - Verteilungsunterschied KW - Selektionsbias KW - Multi-Task-Lernen KW - Machine Learning KW - Covariate Shift KW - Sample Selection Bias KW - Multi Task Learning Y1 - 2008 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus-33331 ER - TY - JOUR A1 - Bickel, Steffen A1 - Brueckner, Michael A1 - Scheffer, Tobias T1 - Discriminative learning under covariate shift N2 - We address classification problems for which the training instances are governed by an input distribution that is allowed to differ arbitrarily from the test distribution-problems also referred to as classification under covariate shift. We derive a solution that is purely discriminative: neither training nor test distribution are modeled explicitly. The problem of learning under covariate shift can be written as an integrated optimization problem. Instantiating the general optimization problem leads to a kernel logistic regression and an exponential model classifier for covariate shift. The optimization problem is convex under certain conditions; our findings also clarify the relationship to the known kernel mean matching procedure. We report on experiments on problems of spam filtering, text classification, and landmine detection. Y1 - 2009 UR - http://jmlr.csail.mit.edu/ SN - 1532-4435 ER - TY - JOUR A1 - Bickel, Steffen A1 - Brückner, Michael A1 - Scheffer, Tobias T1 - Discriminative learning under covariate shift N2 - We address classification problems for which the training instances are governed by an input distribution that is allowed to differ arbitrarily from the test distribution-problems also referred to as classification under covariate shift. We derive a solution that is purely discriminative: neither training nor test distribution are modeled explicitly. The problem of learning under covariate shift can be written as an integrated optimization problem. Instantiating the general optimization problem leads to a kernel logistic regression and an exponential model classifier for covariate shift. The optimization problem is convex under certain conditions; our findings also clarify the relationship to the known kernel mean matching procedure. We report on experiments on problems of spam filtering, text classification, and landmine detection. Y1 - 2009 UR - http://jmlr.csail.mit.edu/ SN - 1532-4435 ER - TY - JOUR A1 - Blaese, Leif T1 - Data mining for unidentified protein squences JF - Process design for natural scientists: an agile model-driven approach N2 - Through the use of next generation sequencing (NGS) technology, a lot of newly sequenced organisms are now available. Annotating those genes is one of the most challenging tasks in sequence biology. Here, we present an automated workflow to find homologue proteins, annotate sequences according to function and create a three-dimensional model. Y1 - 2014 SN - 978-3-662-45005-5 SN - 1865-0929 IS - 500 SP - 73 EP - 87 PB - Springer CY - Berlin ER - TY - JOUR A1 - Blankertz, Benjamin A1 - Dornhege, Guido A1 - Krauledat, Matthias A1 - Müller, Klaus-Robert A1 - Kunzmann, Volker A1 - Losch, Florian A1 - Curio, Gabriel T1 - The Berlin brain-computer interface : EEG-based communication without subject training N2 - The Berlin Brain-Computer Interface (BBCI) project develops a noninvasive BCI system whose key features are 1) the use of well-established motor competences as control paradigms, 2) high-dimensional features from 128-channel electroencephalogram (EEG), and 3) advanced machine learning techniques. As reported earlier, our experiments demonstrate that very high information transfer rates can be achieved using the readiness potential (RP) when predicting the laterality of upcoming left-versus right-hand movements in healthy subjects. A more recent study showed that the RP similarily accompanies phantom movements in arm amputees, but the signal strength decreases with longer loss of the limb. In a complementary approach, oscillatory features are used to discriminate imagined movements (left hand versus right hand versus foot). In a recent feedback study with six healthy subjects with no or very little experience with BCI control, three subjects achieved an information transfer rate above 35 bits per minute (bpm), and further two subjects above 24 and 15 bpm, while one subject could not achieve any BCI control. These results are encouraging for an EEG-based BCI system in untrained subjects that is independent of peripheral nervous system activity and does not rely on evoked potentials even when compared to results with very well-trained subjects operating other BCI systems Y1 - 2006 UR - http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=7333 U6 - https://doi.org/10.1109/Tnsre.2006.875557 SN - 1534-4320 ER - TY - JOUR A1 - Blankertz, Benjamin A1 - Müller, Klaus-Robert A1 - Curio, Gabriel A1 - Vaughan, Theresa M. A1 - Schalk, Gerwin A1 - Wolpaw, Jonathan R. A1 - Schlogl, Alois A1 - Neuper, Christa A1 - Pfurtscheller, Gert A1 - Hinterberger, Thilo A1 - Schroder, Michael A1 - Birbaumer, Niels T1 - The BCI competition 2003 : Progress and perspectives in detection and discrimination of EEG single trials N2 - Interest in developing a new method of man-to-machine communication-a brain-computer interface (BCI)-has grown steadily over the past few decades. BCIs create a new communication channel between the brain and an output device by bypassing conventional motor output pathways of nerves and muscles. These systems use signals recorded from the scalp, the surface of the cortex, or from inside the brain to enable users to control a variety of applications including simple word-processing software and orthotics. BCI technology could therefore provide a new communication and control option for individuals who cannot otherwise express their wishes to the outside world. Signal processing and classification methods are essential tools in the development of improved BCI technology. We organized the BCI Competition 2003 to evaluate the current state of the art of these tools. Four laboratories well versed in EEG-based BCI research provided six data sets in a documented format. We made these data sets (i.e., labeled training sets and unlabeled test sets) and their descriptions available on the Internet. The goal in the competition was to maximize the performance measure for the test labels. Researchers worldwide tested their algorithms and competed for the best classification results. This paper describes the six data sets and the results and function of the most successful algorithms Y1 - 2004 SN - 0018-9294 ER - TY - JOUR A1 - Blankertz, Benjamin A1 - Müller, Klaus-Robert A1 - Krusienski, Dean A1 - Schalk, Gerwin A1 - Wolpaw, Jonathan R. A1 - Schlögl, Alois A1 - Pfurtscheller, Gert A1 - Millan, José del R. A1 - Schröder, Michael A1 - Birbaumer, Niels T1 - The BCI competition III : validating alternative approaches to actual BCI problems N2 - A brain-computer interface (BCI) is a system that allows its users to control external devices with brain activity. Although the proof-of-concept was given decades ago, the reliable translation of user intent into device control commands is still a major challenge. Success requires the effective interaction of two adaptive controllers: the user's brain, which produces brain activity that encodes intent, and the BCI system, which translates that activity into device control commands. In order to facilitate this interaction, many laboratories are exploring a variety of signal analysis techniques to improve the adaptation of the BCI system to the user. In the literature, many machine learning and pattern classification algorithms have been reported to give impressive results when applied to BCI data in offline analyses. However, it is more difficult to evaluate their relative value for actual online use. BCI data competitions have been organized to provide objective formal evaluations of alternative methods. Prompted by the great interest in the first two BCI Competitions, we organized the third BCI Competition to address several of the most difficult and important analysis problems in BCI research. The paper describes the data sets that were provided to the competitors and gives an overview of the results. Y1 - 2006 UR - http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=7333 U6 - https://doi.org/10.1109/Tnsre.2006.875642 SN - 1534-4320 ER - TY - THES A1 - Bleiholder, Jens T1 - Data fusion and conflict resolution in integrated information systems Y1 - 2010 CY - Potsdam ER - TY - THES A1 - Blum, Niklas T1 - Formalization of a converged internet and telecommunications service environment T1 - Formalisierung einer konvergenten Telekommunikations- undInternet-Dienstumgebung N2 - The programmable network envisioned in the 1990s within standardization and research for the Intelligent Network is currently coming into reality using IPbased Next Generation Networks (NGN) and applying Service-Oriented Architecture (SOA) principles for service creation, execution, and hosting. SOA is the foundation for both next-generation telecommunications and middleware architectures, which are rapidly converging on top of commodity transport services. Services such as triple/quadruple play, multimedia messaging, and presence are enabled by the emerging service-oriented IPMultimedia Subsystem (IMS), and allow telecommunications service providers to maintain, if not improve, their position in the marketplace. SOA becomes the de facto standard in next-generation middleware systems as the system model of choice to interconnect service consumers and providers within and between enterprises. We leverage previous research activities in overlay networking technologies along with recent advances in network abstraction, service exposure, and service creation to develop a paradigm for a service environment providing converged Internet and Telecommunications services that we call Service Broker. Such a Service Broker provides mechanisms to combine and mediate between different service paradigms from the two domains Internet/WWW and telecommunications. Furthermore, it enables the composition of services across these domains and is capable of defining and applying temporal constraints during creation and execution time. By adding network-awareness into the service fabric, such a Service Broker may also act as a next generation network-to-service element allowing the composition of crossdomain and cross-layer network and service resources. The contribution of this research is threefold: first, we analyze and classify principles and technologies from Information Technologies (IT) and telecommunications to identify and discuss issues allowing cross-domain composition in a converging service layer. Second, we discuss service composition methods allowing the creation of converged services on an abstract level; in particular, we present a formalized method for model-checking of such compositions. Finally, we propose a Service Broker architecture converging Internet and Telecom services. This environment enables cross-domain feature interaction in services through formalized obligation policies acting as constraints during service discovery, creation, and execution time. N2 - Das programmierbare Netz, das Ende des 20. Jahrhunderts in der Standardisierung und Forschung für das Intelligente Netz entworfen wurde, wird nun Realität in einem auf das Internet Protokoll basierendem Netz der nächsten Generation (Next Generation Network). Hierfür kommen Prinzipien aus der Informationstechnologie, insbesondere aus dem Bereich dienstorientierte Architekturen (Service-Oriented Architecture / SOA) für die Diensterstellung, -ausführung und -betrieb zum Tragen. SOA bietet hierbei die theoretische Grundlage für Telekommunikationsnetze, vor allem jedoch für die dazugehörigen Dienstplattformen. Diese erlauben dem Telekommunikationsbetreiber seine Position in einem offenen Marktplatz der Dienste auszubauen. Dazu bedarf es allerdings möglichst flexibler Dienstumgebungen, die die Kooperation zwischen Dienstanbietern und Nutzern aus unterschiedlichsten Domänen durch Unterstützung geeigneter Werkzeuge und Mechanismen fördert. Im Rahmen dieser Dissertation definieren wir aufbauend auf Forschungsergebnisse im Bereich Overlay-Netze, Netzabstraktion und Zugriff auf exponierte Dienste eine Service Broker genannte Dienstumgebung für konvergente Internet- und Telekommunikationsdienste. Dieser Service Broker stellt Mechanismen für die Komposition von Diensten und Mediation zwischen unterschiedlichen Dienstparadigmen und Domänenspezifika beim Dienstaufruf zur Verfügung. Der Forschungsbeitrag dieser Arbeit findet auf unterschiedlichen Ebenen statt: Aufbauend auf einer Analyse und Klassifikation von Technologien und Paradigmen aus den Bereichen Informationstechnologie (IT) und Telekommunikation diskutieren wir die Problemstellung der Kooperation von Diensten und deren Komposition über Domänengrenzen hinweg. In einem zweiten Schritt diskutieren wir Methoden der Dienstkomposition und präsentieren eine formalisierte Methode der modellbasierten Diensterstellung. Der Schwerpunkt der Arbeit liegt auf der Spezifikation der Service Broker Dienstumgebung und einem zugrundeliegenden Informations- und Datenmodell. Diese Architektur erlaubt die Komposition und Kooperation von Diensten über Domänengrenzen hinweg, um konvergente Internet- und Telekommunikationsdienste zu realisieren. Hierfür wird ein auf Obligationspolitiken basierendes Regelsystemformalisiert, das Interaktionen zwischen Dienstmerkmalen während der Diensterstellung und -ausführung definiert. KW - Telekommunikation KW - konvergente Dienste KW - Next Generation Network KW - Dienstplattform KW - Dienstkomposition KW - Service Delivery Platform KW - Next Generation Network KW - Service Creation KW - Service convergence KW - Policy Enforcement Y1 - 2010 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus-51146 ER - TY - JOUR A1 - Blum, Niklas A1 - Boldea, Irina A1 - Magedanz, Thomas A1 - Margaria, Tiziana T1 - Service-oriented access to next generation networks : from service creation to execution N2 - Existing telecommunication networks and classical roles of operators are subject to fundamental change. Many network operators are currently seeking for new sources to generate revenue by exposing network capabilities to 3rd party service providers. At the same time we can observe that services on the World Wide Web (WWW) are becoming mature in terms of the definition of APIs that are offered towards other services. The combinations of those services are commonly referred to as Web 2.0 mash-ups. Rapid service design and creation becomes therefore important to meet the requirements in a changing technology and competitive market environment. This report describes our approach to include Next Generation Networks (NGN)-based telecommunications application enabler into complex services by defining a service broker that mediates between 3rd party applications and NGN service enablers. It provides policy-driven orchestration mechanisms for service enablers, a service authorization functionality, and a service discovery interface for Service Creation Environments. The work has been implemented as part of the Open SOA Telco Playground testbed at Fraunhofer FOKUS. Y1 - 2010 UR - http://www.springerlink.com/content/101750 U6 - https://doi.org/10.1007/s11036-010-0222-1 SN - 1383-469X ER - TY - JOUR A1 - Bobda, Christophe T1 - Special issue on ReCoSoC 2007 : editorial Y1 - 2009 UR - http://www.sciencedirect.com/science/journal/01419331 U6 - https://doi.org/10.1016/j.micpro.2009.01.001 SN - 0141-9331 ER - TY - JOUR A1 - Boerner, Ferdinand A1 - Bulatov, Andrei A1 - Chen, Hubie A1 - Jeavons, Peter A1 - Krokhin, Andrei T1 - The complexity of constraint satisfaction games and QCSP N2 - We study the complexity of two-person constraint satisfaction games. An instance of such a game is given by a collection of constraints on overlapping sets of variables, and the two players alternately make moves assigning values from a finite domain to the variables, in a specified order. The first player tries to satisfy all constraints, while the other tries to break at least one constraint: the goal is to decide whether the first player has a winning strategy. We show that such games can be conveniently represented by a logical form of quantified constraint satisfaction, where an instance is given by a first-order sentence in which quantifiers alternate and the quantifier-free part is a conjunction of (positive) atomic formulas; the goal is to decide whether the sentence is true. While the problem of deciding such a game is PSPACE-complete in general, by restricting the set of allowed constraint predicates, one can obtain infinite classes of constraint satisfaction games of lower complexity. We use the quantified constraint satisfaction framework to study how the complexity of deciding such a game depends on the parameter set of allowed predicates. With every predicate. one can associate certain predicate-preserving operations, called polymorphisms. We show that the complexity of our games is determined by the surjective polymorphisms of the constraint predicates. We illustrate how this result can be used by identifying the complexity of a wide variety of constraint satisfaction games. Y1 - 2009 UR - http://www.sciencedirect.com/science/journal/08905401 U6 - https://doi.org/10.1016/J.Ic.2009.05.003 SN - 0890-5401 ER - TY - JOUR A1 - Boesel, Andreas A1 - Linke, Thomas A1 - Schaub, Torsten H. T1 - Profiling answer set programming : the visualization component of the noMoRe System Y1 - 2004 SN - 3-540-23242-7 ER - TY - THES A1 - Bog, Anja T1 - Benchmarking composite transaction and analytical processing systems : the creation of a mixed workload benchmark and its application in evaluating the impact of database schema optimizations in mixed workload scenarios Y1 - 2012 CY - Potsdam ER - TY - JOUR A1 - Bogue, Ted A1 - Gössel, Michael A1 - Jürgensen, Helmut A1 - Zorian, Yervant T1 - Built-in self-Test with an alternating output Y1 - 1998 SN - 0-8186-8359-7 ER - TY - JOUR A1 - Bogue, Ted A1 - Jürgensen, Helmut A1 - Gössel, Michael T1 - BIST with negligible aliasing through random cover circuits Y1 - 1995 ER - TY - JOUR A1 - Bogue, Ted A1 - Jürgensen, Helmut A1 - Gössel, Michael T1 - Design of cover circuits for monitoring the output of a MISR Y1 - 1994 SN - 0-8186-6307-3 , 0-8186-6306-5 ER - TY - THES A1 - Bohnet, Johannes T1 - Visualization of Execution Traces and its Application to Software Maintenance Y1 - 2010 CY - Potsdam ER - TY - JOUR A1 - Borchert, P. A1 - Anger, Christian A1 - Schaub, Torsten H. A1 - Truszczynski, M. T1 - Towards systematic benchmarking in answer set programming : the dagstuhl initiative Y1 - 2004 SN - 3-540- 20721-x ER - TY - JOUR A1 - Bordihn, Henning T1 - On the number of components in cooperating distributed grammar systems N2 - It is proved that the number of components in context-free cooperating distributed (CD) grammar systems can be reduced to 3 when they are working in the so-called sf-mode of derivation, which is the cooperation protocol which has been considered first for CD grammar systems. In this derivation mode, a component continues the derivation until and unless there is a nonterminal in the sentential form which cannot be rewritten according to that component. Moreover, it is shown that CD grammar systems in sf-mode with only one component can generate only the context-free languages but they can generate non-context-free languages if two components are used. The sf-mode of derivation is compared with other well-known cooperation protocols with respect to the hierarchies induced by the number of components. (C) 2004 Elsevier B.V. All rights reserved Y1 - 2005 SN - 0304-3975 ER - TY - JOUR A1 - Bordihn, Henning T1 - Context-freeness of the power of context-free languages is undecidable N2 - The power of a language L is the set of all powers of the words in L. In this paper, the following decision problem is investigated. Given a context-free language L, is the power of L context-free? We show that this problem is decidable for languages over unary alphabets, but it is undecidable whenever languages over alphabets with at least two letters are considered. (C) 2003 Elsevier B.V. All rights reserved Y1 - 2004 SN - 0304-3975 ER - TY - THES A1 - Bordihn, Henning T1 - Contributions to the syntactical analysis beyond context-freeness T1 - Beiträge zur syntaktischen Analyse nicht-kontextfreier Sprachen N2 - Parsability approaches of several grammar formalisms generating also non-context-free languages are explored. Chomsky grammars, Lindenmayer systems, grammars with controlled derivations, and grammar systems are treated. Formal properties of these mechanisms are investigated, when they are used as language acceptors. Furthermore, cooperating distributed grammar systems are restricted so that efficient deterministic parsing without backtracking becomes possible. For this class of grammar systems, the parsing algorithm is presented and the feature of leftmost derivations is investigated in detail. N2 - Ansätze zum Parsing verschiedener Grammatikformalismen, die auch nicht-kontextfreie Sprachen erzeugen können, werden diskutiert. Chomsky-Grammatiken, Lindenmayer-Systeme, Grammatiken mit gesteuerten Ersetzungen und Grammatiksysteme werden behandelt. Formale Eigenschaften dieser Mechanismen als Akzeptoren von Sprachen werden untersucht. Weiterhin werden kooperierende verteilte (CD) Grammatiksysteme derart beschränkt, dass effizientes deterministisches Parsing ohne Backtracking möglich ist. Für diese Klasse von Grammatiksystemen wird der Parsingalgorithmus vorgestellt und die Rolle von Linksableitungen wird detailliert betrachtet. KW - Parsing KW - Akzeptierende Grammatiken KW - Gesteuerte Ableitungen KW - Grammatiksysteme KW - Linksableitungen KW - Parsing KW - Accepting Grammars KW - Controlled Derivations KW - Grammar Systems KW - Leftmost Derivations Y1 - 2011 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus-59719 ER - TY - JOUR A1 - Bordihn, Henning A1 - Dassow, Juergen A1 - Holzer, Markus T1 - Extending regular expressions with homomorphic replacement N2 - We define H- and EH-expressions as extensions of regular expressions by adding homomorphic and iterated homomorphic replacement as new operations, resp. The definition is analogous to the extension given by Gruska in order to characterize context-free languages. We compare the families of languages obtained by these extensions with the families of regular, linear context-free, context-free, and EDT0L languages. Moreover, relations to language families based on patterns, multi-patterns, pattern expressions, H-systems and uniform substitutions are also investigated. Furthermore, we present their closure properties with respect to TRIO operations and discuss the decidability status and complexity of fixed and general membership, emptiness, and the equivalence problem. Y1 - 2010 UR - http://www.rairo-ita.org/ U6 - https://doi.org/10.1051/Ita/2010013 SN - 0988-3754 ER - TY - JOUR A1 - Bordihn, Henning A1 - Fernau, Henning A1 - Holzer, Markus A1 - Manca, Vincenzo A1 - Martin-Vide, Carlos T1 - Iterated sequential transducers as language generating devices JF - Theoretical computer science N2 - Iterated finite state sequential transducers are considered as language generating devices. The hierarchy induced by the size of the state alphabet is proved to collapse to the fourth level. The corresponding language families are related to the families of languages generated by Lindenmayer systems and Chomsky grammars. Finally, some results on deterministic and extended iterated finite state transducers are established. KW - finite state sequential transducers KW - state complexity KW - Lindenmayer systems Y1 - 2006 U6 - https://doi.org/10.1016/j.tcs.2006.07.059 SN - 0304-3975 VL - 369 IS - 1 SP - 67 EP - 81 PB - Elsevier CY - Amsterdam ER -