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Spatio-temporal data denotes a category of data that contains spatial as well as temporal components. For example, time-series of geo-data, thematic maps that change over time, or tracking data of moving entities can be interpreted as spatio-temporal data.
In today's automated world, an increasing number of data sources exist, which constantly generate spatio-temporal data. This includes for example traffic surveillance systems, which gather movement data about human or vehicle movements, remote-sensing systems, which frequently scan our surroundings and produce digital representations of cities and landscapes, as well as sensor networks in different domains, such as logistics, animal behavior study, or climate research.
For the analysis of spatio-temporal data, in addition to automatic statistical and data mining methods, exploratory analysis methods are employed, which are based on interactive visualization. These analysis methods let users explore a data set by interactively manipulating a visualization, thereby employing the human cognitive system and knowledge of the users to find patterns and gain insight into the data.
This thesis describes a software framework for the visualization of spatio-temporal data, which consists of GPU-based techniques to enable the interactive visualization and exploration of large spatio-temporal data sets. The developed techniques include data management, processing, and rendering, facilitating real-time processing and visualization of large geo-temporal data sets. It includes three main contributions:
- Concept and Implementation of a GPU-Based Visualization Pipeline.
The developed visualization methods are based on the concept of a GPU-based visualization pipeline, in which all steps -- processing, mapping, and rendering -- are implemented on the GPU. With this concept, spatio-temporal data is represented directly in GPU memory, using shader programs to process and filter the data, apply mappings to visual properties, and finally generate the geometric representations for a visualization during the rendering process. Data processing, filtering, and mapping are thereby executed in real-time, enabling dynamic control over the mapping and a visualization process which can be controlled interactively by a user.
- Attributed 3D Trajectory Visualization.
A visualization method has been developed for the interactive exploration of large numbers of 3D movement trajectories. The trajectories are visualized in a virtual geographic environment, supporting basic geometries such as lines, ribbons, spheres, or tubes. Interactive mapping can be applied to visualize the values of per-node or per-trajectory attributes, supporting shape, height, size, color, texturing, and animation as visual properties. Using the dynamic mapping system, several kind of visualization methods have been implemented, such as focus+context visualization of trajectories using interactive density maps, and space-time cube visualization to focus on the temporal aspects of individual movements.
- Geographic Network Visualization.
A method for the interactive exploration of geo-referenced networks has been developed, which enables the visualization of large numbers of nodes and edges in a geographic context. Several geographic environments are supported, such as a 3D globe, as well as 2D maps using different map projections, to enable the analysis of networks in different contexts and scales. Interactive filtering, mapping, and selection can be applied to analyze these geographic networks, and visualization methods for specific types of networks, such as coupled 3D networks or temporal networks have been implemented.
As a demonstration of the developed visualization concepts, interactive visualization tools for two distinct use cases have been developed. The first contains the visualization of attributed 3D movement trajectories of airplanes around an airport. It allows users to explore and analyze the trajectories of approaching and departing aircrafts, which have been recorded over the period of a month. By applying the interactive visualization methods for trajectory visualization and interactive density maps, analysts can derive insight from the data, such as common flight paths, regular and irregular patterns, or uncommon incidents such as missed approaches on the airport.
The second use case involves the visualization of climate networks, which are geographic networks in the climate research domain. They represent the dynamics of the climate system using a network structure that expresses statistical interrelationships between different regions. The interactive tool allows climate analysts to explore these large networks, analyzing the network's structure and relating it to the geographic background. Interactive filtering and selection enables them to find patterns in the climate data and identify e.g. clusters in the networks or flow patterns.
Delay
(2018)
Das Sinnbild »Diabolisches Spiel mit den Zeitmaschinen« spiegelt eine Sicht auf den Musikeffekt »Delay« und seine wechselseitige Beziehung zwischen Technik, Musikproduktion und Rezeption wider. Der durch die beabsichtigte Verzögerung eines akustischen Signals erzeugte und häufig als »Echo« beschriebene Effekt kann nicht nur als echoähnliche Verzögerung, sondern auch in anderen Weisen eingesetzt und vernommen werden. Dies zeigt die Dub-Musik, in der das Delay von der ersten Stunde bis in seine gegenwärtige Ausprägung zum Stilmerkmal wurde. Lee »Scratch« Perry ist Zeitzeuge und Exponent dieser Entwicklung. Sein Schaffen bildet den geeigneten Anlass, den Zeitgeist des Delay und seine Wahrnehmung als psychoakustischen Effekt zu erforschen. Damit führt dieses Buch von einer allgemeinen Beschreibung und Neuverortung des Delays in den prominenten Verwendungskontext der Dub-Musik und die Erkundung eines vielschichtigen Bezugskosmos aus Natur, Technik, Religion, Okkultismus und (Musik-)Kultur.
The last years have shown an increasing sophistication of attacks against enterprises. Traditional security solutions like firewalls, anti-virus systems and generally Intrusion Detection Systems (IDSs) are no longer sufficient to protect an enterprise against these advanced attacks. One popular approach to tackle this issue is to collect and analyze events generated across the IT landscape of an enterprise. This task is achieved by the utilization of Security Information and Event Management (SIEM) systems. However, the majority of the currently existing SIEM solutions is not capable of handling the massive volume of data and the diversity of event representations. Even if these solutions can collect the data at a central place, they are neither able to extract all relevant information from the events nor correlate events across various sources. Hence, only rather simple attacks are detected, whereas complex attacks, consisting of multiple stages, remain undetected. Undoubtedly, security operators of large enterprises are faced with a typical Big Data problem.
In this thesis, we propose and implement a prototypical SIEM system named Real-Time Event Analysis and Monitoring System (REAMS) that addresses the Big Data challenges of event data with common paradigms, such as data normalization, multi-threading, in-memory storage, and distributed processing. In particular, a mostly stream-based event processing workflow is proposed that collects, normalizes, persists and analyzes events in near real-time. In this regard, we have made various contributions in the SIEM context. First, we propose a high-performance normalization algorithm that is highly parallelized across threads and distributed across nodes. Second, we are persisting into an in-memory database for fast querying and correlation in the context of attack detection. Third, we propose various analysis layers, such as anomaly- and signature-based detection, that run on top of the normalized and correlated events. As a result, we demonstrate our capabilities to detect previously known as well as unknown attack patterns. Lastly, we have investigated the integration of cyber threat intelligence (CTI) into the analytical process, for instance, for correlating monitored user accounts with previously collected public identity leaks to identify possible compromised user accounts.
In summary, we show that a SIEM system can indeed monitor a large enterprise environment with a massive load of incoming events. As a result, complex attacks spanning across the whole network can be uncovered and mitigated, which is an advancement in comparison to existing SIEM systems on the market.
This paper introduces a novel measure to assess similarity between event hydrographs. It is based on Cross Recurrence Plots and Recurrence Quantification Analysis which have recently gained attention in a range of disciplines when dealing with complex systems. The method attempts to quantify the event runoff dynamics and is based on the time delay embedded phase space representation of discharge hydrographs. A phase space trajectory is reconstructed from the event hydrograph, and pairs of hydrographs are compared to each other based on the distance of their phase space trajectories. Time delay embedding allows considering the multi-dimensional relationships between different points in time within the event. Hence, the temporal succession of discharge values is taken into account, such as the impact of the initial conditions on the runoff event. We provide an introduction to Cross Recurrence Plots and discuss their parameterization. An application example based on flood time series demonstrates how the method can be used to measure the similarity or dissimilarity of events, and how it can be used to detect events with rare runoff dynamics. It is argued that this methods provides a more comprehensive approach to quantify hydrograph similarity compared to conventional hydrological signatures.
Im Januar 1916 eroberte die Armee des Habsburgerreichs das Königreich Montenegro, den kleinsten und bevölkerungsärmsten Staat Südosteuropas, der an der Seite Serbiens in den Ersten Weltkrieg eingetreten war. Bereits im Sommer 1916 formierte sich bewaffneter Widerstand gegen die Besatzer, 1918 eskalierte dieser zu einer Aufstandsbewegung. Diese Studie zum k. u. k. Militärgeneralgouvernement in Montenegro macht deutlich, welche Relevanz (Fehl-)Einschätzungen und (Fehl-)Entscheidungen in Besatzungssituationen zukommt. Außerdem arbeitet sie die Bedeutung der Geografie des Besatzungsgebiets, des strategischen Kontexts der Besatzung sowie des soziokulturellen Referenzrahmens der Besatzer wie der Besetzten heraus.
Previous studies on native language (L1) anaphor resolution have found that monolingual native speakers are sensitive to syntactic, pragmatic, and semantic constraints on pronouns and reflexive resolution. However, most studies have focused on English and other Germanic languages, and little is currently known about the online (i.e., real-time) processing of anaphors in languages with syntactically less restricted anaphors, such as Turkish. We also know relatively little about how 'non-standard' populations such as non-native (L2) speakers and heritage speakers (HSs) resolve anaphors.
This thesis investigates the interpretation and real-time processing of anaphors in German and in a typologically different and as yet understudied language, Turkish. It compares hypotheses about differences between native speakers' (L1ers) and L2 speakers' (L2ers) sentence processing, looking into differences in processing mechanisms as well as the possibility of cross-linguistic influence. To help fill the current research gap regarding HS sentence comprehension, it compares findings for this group with those for L2ers.
To investigate the representation and processing of anaphors in these three populations, I carried out a series of offline questionnaires and Visual-World eye-tracking experiments on the resolution of reflexives and pronouns in both German and Turkish. In the German experiments, native German speakers as well as L2ers of German were tested, while in the Turkish experiments, non-bilingual native Turkish speakers as well as HSs of Turkish with L2 German were tested. This allowed me to observe both cross-linguistic differences as well as population differences between monolinguals' and different types of bilinguals' resolution of anaphors.
Regarding the comprehension of Turkish anaphors by L1ers, contrary to what has been previously assumed, I found that Turkish has no reflexive that follows Condition A of Binding theory (Chomsky, 1981). Furthermore, I propose more general cross-linguistic differences between Turkish and German, in the form of a stronger reliance on pragmatic information in anaphor resolution overall in Turkish compared to German.
As for the processing differences between L1ers and L2ers of a language, I found evidence in support of hypotheses which propose that L2ers of German rely more strongly on non-syntactic information compared to L1ers (Clahsen & Felser, 2006, 2017; Cunnings, 2016, 2017) independent of a potential influence of their L1. HSs, on the other hand, showed a tendency to overemphasize interpretational contrasts between different Turkish anaphors compared to monolingual native speakers. However, lower-proficiency HSs were likely to merge different forms for simplified representation and processing. Overall, L2ers and HSs showed differences from monolingual native speakers both in their final interpretation of anaphors and during online processing. However, these differences were not parallel between the two types of bilingual and thus do not support a unified model of L2 and HS processing (cf. Montrul, 2012).
The findings of this thesis contribute to the field of anaphor resolution by providing data from a previously unexplored language, Turkish, as well as contributing to research on native and non-native processing differences. My results also illustrate the importance of considering individual differences in the acquisition process when studying bilingual language comprehension. Factors such as age of acquisition, language proficiency and the type of input a language learner receives may influence the processing mechanisms they develop and employ, both between and within different bilingual populations.
Terrain de je
(2018)
Funde und Fiktionen
(2018)
Urgeschichte im Fernsehen als Spiegel gesellschaftlicher Themen der Gegenwart. Unser gesichertes Wissen über die Urgeschichte der Menschheit ist angesichts der dünnen Quellenlage sehr begrenzt. Dennoch werden seit längerer Zeit sehr erfolgreiche Fernsehdokumentationen ausgestrahlt, die minutiös den Alltag in der fernsten menschlichen Vergangenheit präsentieren. Georg Koch untersucht, wie diese Darstellungen aus dem Zusammenspiel von Filmemachern und Wissenschaftlern entstanden und welchen Wandel sie seit den 1950er Jahren in der Bundesrepublik und in Großbritannien durchliefen. Er zeigt, wie Archäologen zu Medienstars des frühen britischen Fernsehens wurden, wie Hightech, Exotik und Abenteuer Einzug in die Darstellung der Archäologie hielten und wie inszenierte Erzählungen ein Millionenpublikum erreichten. Dabei wird deutlich, dass sich in den Betrachtungen der Urgeschichte stets Projektionen der Gegenwart finden, die zeitgemäße Antworten auf gesellschaftliche Fragen bieten.
Die Arbeit beschäftigt sich mit den aktuellen Regelungen des deutschen Aufenthaltsrechts in Bezug auf die Möglichkeiten des Familiennachzuges. Es werden Schwachstellen der aktuellen Regelungen aufgezeigt, Ursachen, Rechtfertigungsgründe und mögliche Lösungsansätze betrachtet.
Schwerpunkt der Betrachtung sind die Konflikte, welche sich unter dem Begriff der Inländerdiskriminierung zusammenfassen lassen. Hierzu wird das Phänomen der Inländerdiskriminierung untersucht und die im Kontext des Familiennachzuges hierzu ergangene Rechtsprechung des EuGH betrachtet. Dabei gilt das Hauptaugenmerk der Figur des grenzüberschreitenden Bezuges, welche der EuGH im Ergebnis mittlerweile aufgelöst hat. Als Ergebnis dieses Abschnittes der Arbeit wird festgestellt, dass eine Unterscheidung von Nachzug zu Deutschen oder zu Unionsbürgern gegen Gleichheitssätze verstößt und aufzuheben ist.
Weiterhin betrachtet die Arbeit verschiedene alternative Lebensmodelle neben der klassischen verschiedengeschlechtlichen Ehe. In Bezug auf gleichgeschlechtliche Lebensgemeinschaften werden auch nach Einführung der „Ehe für alle“ weitere Schwachstellen verortet, die vor allem darauf fußen, dass Nachzugsrechte vom Bestehen eines Instituts abhängen, welches in großen Teilen der Welt nicht gibt. In Hinblick auf nichtehelichen Lebensgemeinschaften wird hingegen die geltende Rechtslage als ausreichend betrachtet. Zuletzt betrachtet die Arbeit Ehemodelle, welche im deutschen Recht nicht vorgesehen und anerkannt sind. Dies sind die Zwangs-, Kinder- und Mehrehe. Es wird beleuchtet, wie das deutsche Recht und insbesondere das Aufenthaltsrecht mit diesen Ehen umgeht und welcher Zweck mit den bestehenden Regelungen verfolgt wird. Während der Gesetzgeber den Schutz der Opfer solcher Eheschließungen vor Augen hatte, kommt die Untersuchung zu dem Ergebnis, dass vielmehr eine weitere Gefährdung eintritt, welche nur zu vermeiden wäre, wenn auch diese Ehemodelle zunächst anerkannt würden und den Opfern im Inland sodann Hilfe angeboten würde.
Insgesamt stellt die Arbeit gravierende Mängel in menschenrechtlicher Hinsicht im bestehenden Recht des Familiennachzugs fest und schlägt eine generelle Neuordnung vor.
Die betrachteten Regelungen entsprechen dem Regelungsstand im Juli 2018.