TY - CHAP A1 - Kurbel, Karl A1 - Nowak, Dawid A1 - Azodi, Amir A1 - Jaeger, David A1 - Meinel, Christoph A1 - Cheng, Feng A1 - Sapegin, Andrey A1 - Gawron, Marian A1 - Morelli, Frank A1 - Stahl, Lukas A1 - Kerl, Stefan A1 - Janz, Mariska A1 - Hadaya, Abdulmasih A1 - Ivanov, Ivaylo A1 - Wiese, Lena A1 - Neves, Mariana A1 - Schapranow, Matthieu-Patrick A1 - Fähnrich, Cindy A1 - Feinbube, Frank A1 - Eberhardt, Felix A1 - Hagen, Wieland A1 - Plauth, Max A1 - Herscheid, Lena A1 - Polze, Andreas A1 - Barkowsky, Matthias A1 - Dinger, Henriette A1 - Faber, Lukas A1 - Montenegro, Felix A1 - Czachórski, Tadeusz A1 - Nycz, Monika A1 - Nycz, Tomasz A1 - Baader, Galina A1 - Besner, Veronika A1 - Hecht, Sonja A1 - Schermann, Michael A1 - Krcmar, Helmut A1 - Wiradarma, Timur Pratama A1 - Hentschel, Christian A1 - Sack, Harald A1 - Abramowicz, Witold A1 - Sokolowska, Wioletta A1 - Hossa, Tymoteusz A1 - Opalka, Jakub A1 - Fabisz, Karol A1 - Kubaczyk, Mateusz A1 - Cmil, Milena A1 - Meng, Tianhui A1 - Dadashnia, Sharam A1 - Niesen, Tim A1 - Fettke, Peter A1 - Loos, Peter A1 - Perscheid, Cindy A1 - Schwarz, Christian A1 - Schmidt, Christopher A1 - Scholz, Matthias A1 - Bock, Nikolai A1 - Piller, Gunther A1 - Böhm, Klaus A1 - Norkus, Oliver A1 - Clark, Brian A1 - Friedrich, Björn A1 - Izadpanah, Babak A1 - Merkel, Florian A1 - Schweer, Ilias A1 - Zimak, Alexander A1 - Sauer, Jürgen A1 - Fabian, Benjamin A1 - Tilch, Georg A1 - Müller, David A1 - Plöger, Sabrina A1 - Friedrich, Christoph M. A1 - Engels, Christoph A1 - Amirkhanyan, Aragats A1 - van der Walt, Estée A1 - Eloff, J. H. P. A1 - Scheuermann, Bernd A1 - Weinknecht, Elisa ED - Meinel, Christoph ED - Polze, Andreas ED - Oswald, Gerhard ED - Strotmann, Rolf ED - Seibold, Ulrich ED - Schulzki, Bernhard T1 - HPI Future SOC Lab BT - Proceedings 2015 N2 - Das Future SOC Lab am HPI ist eine Kooperation des Hasso-Plattner-Instituts mit verschiedenen Industriepartnern. Seine Aufgabe ist die Ermöglichung und Förderung des Austausches zwischen Forschungsgemeinschaft und Industrie. Am Lab wird interessierten Wissenschaftlern eine Infrastruktur von neuester Hard- und Software kostenfrei für Forschungszwecke zur Verfügung gestellt. Dazu zählen teilweise noch nicht am Markt verfügbare Technologien, die im normalen Hochschulbereich in der Regel nicht zu finanzieren wären, bspw. Server mit bis zu 64 Cores und 2 TB Hauptspeicher. Diese Angebote richten sich insbesondere an Wissenschaftler in den Gebieten Informatik und Wirtschaftsinformatik. Einige der Schwerpunkte sind Cloud Computing, Parallelisierung und In-Memory Technologien. In diesem Technischen Bericht werden die Ergebnisse der Forschungsprojekte des Jahres 2015 vorgestellt. Ausgewählte Projekte stellten ihre Ergebnisse am 15. April 2015 und 4. November 2015 im Rahmen der Future SOC Lab Tag Veranstaltungen vor. KW - Future SOC Lab KW - Forschungsprojekte KW - Multicore Architekturen KW - In-Memory Technologie KW - Cloud Computing KW - maschinelles Lernen KW - künstliche Intelligenz Y1 - 2017 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-102516 ER - TY - BOOK A1 - Meinel, Christoph A1 - Döllner, Jürgen Roland Friedrich A1 - Weske, Mathias A1 - Polze, Andreas A1 - Hirschfeld, Robert A1 - Naumann, Felix A1 - Giese, Holger A1 - Baudisch, Patrick A1 - Friedrich, Tobias A1 - Böttinger, Erwin A1 - Lippert, Christoph A1 - Dörr, Christian A1 - Lehmann, Anja A1 - Renard, Bernhard A1 - Rabl, Tilmann A1 - Uebernickel, Falk A1 - Arnrich, Bert A1 - Hölzle, Katharina T1 - Proceedings of the HPI Research School on Service-oriented Systems Engineering 2020 Fall Retreat N2 - Design and Implementation of service-oriented architectures imposes a huge number of research questions from the fields of software engineering, system analysis and modeling, adaptability, and application integration. Component orientation and web services are two approaches for design and realization of complex web-based system. Both approaches allow for dynamic application adaptation as well as integration of enterprise application. Service-Oriented Systems Engineering represents a symbiosis of best practices in object-orientation, component-based development, distributed computing, and business process management. It provides integration of business and IT concerns. The annual Ph.D. Retreat of the Research School provides each member the opportunity to present his/her current state of their research and to give an outline of a prospective Ph.D. thesis. Due to the interdisciplinary structure of the research school, this technical report covers a wide range of topics. These include but are not limited to: Human Computer Interaction and Computer Vision as Service; Service-oriented Geovisualization Systems; Algorithm Engineering for Service-oriented Systems; Modeling and Verification of Self-adaptive Service-oriented Systems; Tools and Methods for Software Engineering in Service-oriented Systems; Security Engineering of Service-based IT Systems; Service-oriented Information Systems; Evolutionary Transition of Enterprise Applications to Service Orientation; Operating System Abstractions for Service-oriented Computing; and Services Specification, Composition, and Enactment. N2 - Der Entwurf und die Realisierung dienstbasierender Architekturen wirft eine Vielzahl von Forschungsfragestellungen aus den Gebieten der Softwaretechnik, der Systemmodellierung und -analyse, sowie der Adaptierbarkeit und Integration von Applikationen auf. Komponentenorientierung und WebServices sind zwei Ansätze für den effizienten Entwurf und die Realisierung komplexer Web-basierender Systeme. Sie ermöglichen die Reaktion auf wechselnde Anforderungen ebenso, wie die Integration großer komplexer Softwaresysteme. "Service-Oriented Systems Engineering" repräsentiert die Symbiose bewährter Praktiken aus den Gebieten der Objektorientierung, der Komponentenprogrammierung, des verteilten Rechnen sowie der Geschäftsprozesse und berücksichtigt auch die Integration von Geschäftsanliegen und Informationstechnologien. Die Klausurtagung des Forschungskollegs "Service-oriented Systems Engineering" findet einmal jährlich statt und bietet allen Kollegiaten die Möglichkeit den Stand ihrer aktuellen Forschung darzulegen. Bedingt durch die Querschnittstruktur des Kollegs deckt dieser Bericht ein weites Spektrum aktueller Forschungsthemen ab. Dazu zählen unter anderem Human Computer Interaction and Computer Vision as Service; Service-oriented Geovisualization Systems; Algorithm Engineering for Service-oriented Systems; Modeling and Verification of Self-adaptive Service-oriented Systems; Tools and Methods for Software Engineering in Service-oriented Systems; Security Engineering of Service-based IT Systems; Service-oriented Information Systems; Evolutionary Transition of Enterprise Applications to Service Orientation; Operating System Abstractions for Service-oriented Computing; sowie Services Specification, Composition, and Enactment. T3 - Technische Berichte des Hasso-Plattner-Instituts für Digital Engineering an der Universität Potsdam - 138 KW - Hasso Plattner Institute KW - research school KW - Ph.D. retreat KW - service-oriented systems engineering KW - Hasso-Plattner-Institut KW - Forschungskolleg KW - Klausurtagung KW - Service-oriented Systems Engineering Y1 - 2021 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-504132 SN - 978-3-86956-513-2 SN - 1613-5652 SN - 2191-1665 IS - 138 PB - Universitätsverlag Potsdam CY - Potsdam ER - TY - JOUR A1 - Rezaei, Mina A1 - Näppi, Janne J. A1 - Lippert, Christoph A1 - Meinel, Christoph A1 - Yoshida, Hiroyuki T1 - Generative multi-adversarial network for striking the right balance in abdominal image segmentation JF - International journal of computer assisted radiology and surgery N2 - Purpose: The identification of abnormalities that are relatively rare within otherwise normal anatomy is a major challenge for deep learning in the semantic segmentation of medical images. The small number of samples of the minority classes in the training data makes the learning of optimal classification challenging, while the more frequently occurring samples of the majority class hamper the generalization of the classification boundary between infrequently occurring target objects and classes. In this paper, we developed a novel generative multi-adversarial network, called Ensemble-GAN, for mitigating this class imbalance problem in the semantic segmentation of abdominal images. Method: The Ensemble-GAN framework is composed of a single-generator and a multi-discriminator variant for handling the class imbalance problem to provide a better generalization than existing approaches. The ensemble model aggregates the estimates of multiple models by training from different initializations and losses from various subsets of the training data. The single generator network analyzes the input image as a condition to predict a corresponding semantic segmentation image by use of feedback from the ensemble of discriminator networks. To evaluate the framework, we trained our framework on two public datasets, with different imbalance ratios and imaging modalities: the Chaos 2019 and the LiTS 2017. Result: In terms of the F1 score, the accuracies of the semantic segmentation of healthy spleen, liver, and left and right kidneys were 0.93, 0.96, 0.90 and 0.94, respectively. The overall F1 scores for simultaneous segmentation of the lesions and liver were 0.83 and 0.94, respectively. Conclusion: The proposed Ensemble-GAN framework demonstrated outstanding performance in the semantic segmentation of medical images in comparison with other approaches on popular abdominal imaging benchmarks. The Ensemble-GAN has the potential to segment abdominal images more accurately than human experts. KW - imbalanced learning KW - generative multi-discriminative networks KW - semantic KW - segmentation KW - abdominal imaging Y1 - 2020 U6 - https://doi.org/10.1007/s11548-020-02254-4 SN - 1861-6410 SN - 1861-6429 VL - 15 IS - 11 SP - 1847 EP - 1858 PB - Springer CY - Berlin ER - TY - RPRT A1 - Döllner, Jürgen Roland Friedrich A1 - Friedrich, Tobias A1 - Arnrich, Bert A1 - Hirschfeld, Robert A1 - Lippert, Christoph A1 - Meinel, Christoph T1 - Abschlussbericht KI-Labor ITSE T1 - Final report "AI Lab ITSE" BT - KI-Labor für Methodik, Technik und Ausbildung in der IT-Systemtechnik N2 - Der Abschlussbericht beschreibt Aufgaben und Ergebnisse des KI-Labors "ITSE". Gegenstand des KI-Labors bildeten Methodik, Technik und Ausbildung in der IT-Systemtechnik zur Analyse, Planung und Konstruktion KI-basierter, komplexer IT-Systeme. N2 - Final Report on the "AI Lab ITSE" dedicated to Methodology, Technology and Education of AI in IT-Systems Engineering. KW - Abschlussbericht KW - KI-Labor KW - final report KW - AI Lab Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-578604 ER - TY - GEN A1 - Elsaid, Mohamed Esam A1 - Shawish, Ahmed A1 - Meinel, Christoph T1 - Enhanced cost analysis of multiple virtual machines live migration in VMware environments T2 - 2018 IEEE 8th International Symposium on Cloud and Service Computing (SC2) N2 - Live migration is an important feature in modern software-defined datacenters and cloud computing environments. Dynamic resource management, load balance, power saving and fault tolerance are all dependent on the live migration feature. Despite the importance of live migration, the cost of live migration cannot be ignored and may result in service availability degradation. Live migration cost includes the migration time, downtime, CPU overhead, network and power consumption. There are many research articles that discuss the problem of live migration cost with different scopes like analyzing the cost and relate it to the parameters that control it, proposing new migration algorithms that minimize the cost and also predicting the migration cost. For the best of our knowledge, most of the papers that discuss the migration cost problem focus on open source hypervisors. For the research articles focus on VMware environments, none of the published articles proposed migration time, network overhead and power consumption modeling for single and multiple VMs live migration. In this paper, we propose empirical models for the live migration time, network overhead and power consumption for single and multiple VMs migration. The proposed models are obtained using a VMware based testbed. Y1 - 2018 SN - 978-1-7281-0236-8 U6 - https://doi.org/10.1109/SC2.2018.00010 SP - 16 EP - 23 PB - IEEE CY - New York ER - TY - GEN A1 - Bin Tareaf, Raad A1 - Berger, Philipp A1 - Hennig, Patrick A1 - Meinel, Christoph T1 - Personality exploration system for online social networks BT - Facebook brands as a use case T2 - 2018 IEEE/WIC/ACM International Conference on Web Intelligence (WI) N2 - User-generated content on social media platforms is a rich source of latent information about individual variables. Crawling and analyzing this content provides a new approach for enterprises to personalize services and put forward product recommendations. In the past few years, brands made a gradual appearance on social media platforms for advertisement, customers support and public relation purposes and by now it became a necessity throughout all branches. This online identity can be represented as a brand personality that reflects how a brand is perceived by its customers. We exploited recent research in text analysis and personality detection to build an automatic brand personality prediction model on top of the (Five-Factor Model) and (Linguistic Inquiry and Word Count) features extracted from publicly available benchmarks. The proposed model reported significant accuracy in predicting specific personality traits form brands. For evaluating our prediction results on actual brands, we crawled the Facebook API for 100k posts from the most valuable brands' pages in the USA and we visualize exemplars of comparison results and present suggestions for future directions. KW - Big Five Model KW - Brand Personality KW - Personality Prediction KW - Machine Learning KW - Social Media Analysis Y1 - 2019 SN - 978-1-5386-7325-6 U6 - https://doi.org/10.1109/WI.2018.00-76 SP - 301 EP - 309 PB - IEEE CY - New York ER - TY - BOOK A1 - Meinel, Christoph A1 - Sack, Harald T1 - Internetworking : technische Grundlagen und Anwendungen Y1 - 2012 SN - 978-3-540-92939-0 U6 - https://doi.org/10.1007/978-3-540-92940-6 PB - Springer-Verlag Berlin Heidelberg CY - Berlin, Heidelberg ER - TY - BOOK A1 - Linckels, Serge A1 - Meinel, Christoph T1 - An e-librarian service : natural language interface for an efficient semantic search within multimedia resources N2 - 1 Introduction 1.1 Project formulation 1.2 Our contribution 2 Pedagogical Aspect 4 2.1 Modern teaching 2.2 Our Contribution 2.2.1 Autonomous and exploratory learning 2.2.2 Human machine interaction 2.2.3 Short multimedia clips 3 Ontology Aspect 3.1 Ontology driven expert systems 3.2 Our contribution 3.2.1 Ontology language 3.2.2 Concept Taxonomy 3.2.3 Knowledge base annotation 3.2.4 Description Logics 4 Natural language approach 4.1 Natural language processing in computer science 4.2 Our contribution 4.2.1 Explored strategies 4.2.2 Word equivalence 4.2.3 Semantic interpretation 4.2.4 Various problems 5 Information Retrieval Aspect 5.1 Modern information retrieval 5.2 Our contribution 5.2.1 Semantic query generation 5.2.2 Semantic relatedness 6 Implementation 6.1 Prototypes 6.2 Semantic layer architecture 6.3 Development 7 Experiments 7.1 Description of the experiments 7.2 General characteristics of the three sessions, instructions and procedure 7.3 First Session 7.4 Second Session 7.5 Third Session 7.6 Discussion and conclusion 8 Conclusion and future work 8.1 Conclusion 8.2 Open questions A Description Logics B Probabilistic context-free grammars T3 - Technische Berichte des Hasso-Plattner-Instituts für Digital Engineering an der Universität Potsdam - 12 Y1 - 2005 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus-33088 SN - 978-3-937786-89-6 SN - 3-937786-89-9 PB - Universitätsverlag Potsdam CY - Potsdam ER - TY - BOOK A1 - Hu, Ji A1 - Cordel, Dirk A1 - Meinel, Christoph T1 - A virtual machine architecture for creating IT-security laboratories N2 - E-learning is a flexible and personalized alternative to traditional education. Nonetheless, existing e-learning systems for IT security education have difficulties in delivering hands-on experience because of the lack of proximity. Laboratory environments and practical exercises are indispensable instruction tools to IT security education, but security education in con-ventional computer laboratories poses the problem of immobility as well as high creation and maintenance costs. Hence, there is a need to effectively transform security laboratories and practical exercises into e-learning forms. This report introduces the Tele-Lab IT-Security architecture that allows students not only to learn IT security principles, but also to gain hands-on security experience by exercises in an online laboratory environment. In this architecture, virtual machines are used to provide safe user work environments instead of real computers. Thus, traditional laboratory environments can be cloned onto the Internet by software, which increases accessibilities to laboratory resources and greatly reduces investment and maintenance costs. Under the Tele-Lab IT-Security framework, a set of technical solutions is also proposed to provide effective functionalities, reliability, security, and performance. The virtual machines with appropriate resource allocation, software installation, and system configurations are used to build lightweight security laboratories on a hosting computer. Reliability and availability of laboratory platforms are covered by the virtual machine management framework. This management framework provides necessary monitoring and administration services to detect and recover critical failures of virtual machines at run time. Considering the risk that virtual machines can be misused for compromising production networks, we present security management solutions to prevent misuse of laboratory resources by security isolation at the system and network levels. This work is an attempt to bridge the gap between e-learning/tele-teaching and practical IT security education. It is not to substitute conventional teaching in laboratories but to add practical features to e-learning. This report demonstrates the possibility to implement hands-on security laboratories on the Internet reliably, securely, and economically. T3 - Technische Berichte des Hasso-Plattner-Instituts für Digital Engineering an der Universität Potsdam - 13 Y1 - 2006 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus-33077 SN - 978-3-939469-13-1 PB - Universitätsverlag Potsdam CY - Potsdam ER - TY - BOOK A1 - Schmiedgen, Jan A1 - Rhinow, Holger A1 - Köppen, Eva A1 - Meinel, Christoph T1 - Parts without a whole? BT - The current state of Design Thinking practice in organizations N2 - This explorative study gives a descriptive overview of what organizations do and experience when they say they practice design thinking. It looks at how the concept has been appropriated in organizations and also describes patterns of design thinking adoption. The authors use a mixed-method research design fed by two sources: questionnaire data and semi-structured personal expert interviews. The study proceeds in six parts: (1) design thinking¹s entry points into organizations; (2) understandings of the descriptor; (3) its fields of application and organizational localization; (4) its perceived impact; (5) reasons for its discontinuation or failure; and (6) attempts to measure its success. In conclusion the report challenges managers to be more conscious of their current design thinking practice. The authors suggest a co-evolution of the concept¹s introduction with innovation capability building and the respective changes in leadership approaches. It is argued that this might help in unfolding design thinking¹s hidden potentials as well as preventing unintended side-effects such as discontented teams or the dwindling authority of managers. N2 - Diese explorative Studie gibt einen deskriptiven Überblick, was Organisationen tun und zu erleben, wenn sie sagen, sie üben Design Thinking. Es untersucht, wie das Konzept in Organisationen angeeignet und beschreibt auch Muster der Design Thinking Annahme. Die Autoren verwenden eine von zwei Quellen gespeist Mixed-Verfahren Forschungsdesign: Fragebogendaten und semi-strukturierten persönlichen Experteninterviews. Die Studie läuft in sechs Teile: Einstiegspunkte (1) Design-Denken in Organisationen; (2) Verständnis des Deskriptors; (3) ihre Anwendungsgebiete und organisatorische Lokalisierung;(4) dessen empfundenen Auswirkungen; (5) Gründe für ihre Einstellung oder Misserfolg; und (6) versucht, den Erfolg zu messen. Abschließend fordert der Bericht-Manager mehr bewusst ihre aktuellen Design Thinking der Praxis zu sein. Die Autoren schlagen eine Ko-Evolution von Einführung des Konzepts mit Innovationsfähigkeit Gebäude und den jeweiligen Führungswechsel Ansätze. Es wird argumentiert, dass dies in der Entfaltung versteckte Potentiale Design Denken wie auch zur Verhinderung unbeabsichtigten Nebenwirkungen, wie unzufrieden Teams oder die schwindende Autorität von Managern zu helfen. T3 - Technische Berichte des Hasso-Plattner-Instituts für Digital Engineering an der Universität Potsdam - 97 KW - design thinking KW - innovation KW - innovation management KW - innovation capabilities KW - organizational change KW - change management KW - management KW - adoption KW - diffusion KW - study KW - leadership KW - Design Thinking KW - Innovation KW - Innovationsmanagement KW - Organisationsveränderung KW - Change Management KW - Management KW - Innovationsmethode KW - Studie KW - Leadership Y1 - 2015 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-79969 SN - 978-3-86956-334-3 SN - 1613-5652 SN - 2191-1665 IS - 97 PB - Universitätsverlag Potsdam CY - Potsdam ER -