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Completed Master’s/Diploma Theses
All theses were supervised by Prof. Dr. Volker Markl.
IT4BI study program Master's theses are also listed on the following page [1]
2020
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| Kabus,
Peter | Data Flow Driven Approach to Querying
Data Streams in an Intelligent Transportation System | Dr. Alexander Borusan | Master
CS |
2019
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| Aurich,
Markus | Efficient distributed stream
processing using RDMA | Dr. Sebastian Breß Dr. Steffen Zeuch | Master
CS |
| Behrens,
Tobias | Energy Efficient Analytical Data
Processing on ARM Architecture | Dr. Sebastian
Breß Dr. Steffen Zeuch | Master
CS |
| Chumak,
Oleksandr | Efficient State Management for
Large Streaming Machine Learning Moedels in Apache Flink | Bonaventura Del Monte Dr. Alireza Mahdiraji Dr. Frank Hermann | Master ISM |
| Denisov, Lev | Platform for analysis and forecasting of exhaust emissions
of marine traffic | Prof. Oscar Romero Moral Josep Lluis Berral Garcia David Carrera | Master BDMA |
| Deuschle, Vincent | End-to-End
Benchmarking of Deep Learning Systems | Alexander Alexandrov | Master
CS |
| Dolot,
Ferdiansyah | Distributed Wavelet Sypnosis for
Data Streams | Dr. Kaustubh
Beedkar | Master BDMA |
| Garnica Caparrós, Marc | Posotional data modeling and analysis for permanent
metrics in collaborative team sports.Cas stucy with Basketball
defensvie evaluation. | Dr. Robert Rein Prof. Fabian Wunderlich Dr. Martí Casals Prof. Jordi Cortés | Master CS |
| Grulich, Philipp | Compiler Optimizations for Stream Processing-Systems on
Managed Languages | Gábor Gévay | Master CS |
| Haoua, Marsa | Distributed
Analytics of Massive Remote Sensing Image Data | Dr. Marcela Charfuelan | Master
CS |
| Kalkan,
Jan | Evaluation of Meta Path Based Graph
Analysis in the Context of an Enterprise Recommender
System | Dr. Holmer Hemsen | Master CS |
| Kumar, Kshitij | Application of
Artificial Intelligence in Healthcare: Detecting concepts and
generating captions for Medical Images | Bejamin Bergner Dr. Christoph Lippert Anne Schwerk (Dr. Matthieu Schapranow) | Master
BDMA |
| Masli, Ivan
Putera | Experimental Analysis of Handling
Nested Collections in Parallel Dataflow Systems | Gábor Gévay | Master
BDMA |
| Münch,
Tobias | Exploring On-Demand Optimizations for
Stateful Streaming Queries | Bonaventura Del
Monte | Master CS |
| Naqvi, Syeda Noor Zehra | Evaluating Unsupervised Machine Learning Methods for
Anomaly Detection | Dr. Ralf-Detlef Kutsche Dr. Shahbazi Avarvand, Forooz | Master
BDMA |
| Ong Lopez, Joan
Tiffany | State Migration in Apache
Spark | Bonaventura Del Monte | Master BDMA |
| Rabbani, Kashif | Supporting the
semi-automatic creation of the target schema in data integration
systems | Dr. Ralf-Detlef Kutsche Prof. Oscar Romero Shumet Tadesse Nigatu | Master BDMA |
| Ramírez Mesón, Judit | Benchmarking Smart Contracts for Clinical
Trials | Prof. Dr. Tilmann Rabl
| ICT-Innovation |
| Saini, Nidhi | Development and Deployment of IoT based Application using
TOSCA and Micro-Services | Dr. Holmer Hemsen Dr. Marcela Charfuelan | ICT-Innovation |
| Sallemi, Frederico | New
Recommendation Methods for Fashion Outfit Generation | Paolo Cremonesi | ICT-Innovation |
| Sayed Issa, Joud | Pattern-based Prediction of Life-Threatening Deseases in
Interest Care | Dr. Ralf-Detlef Kutsche Anne Schwerk | Master CS |
| Thanasi, Todi | A comprehensive comparison between specialized and
non-spezialized graph processing engines | Jeyhun Karimov | Master
BDMA |
| Toso,
Lorenzo | Efficient join operators on
heterogeneous systems using RDMA and coprocessors | Dr. Sebastian Breß Dr. Steffen Zeuch Thomas Jungblut | Master CS |
| Tüter,
Batuhan | Evaluating Window Aggregation
Techniques on Stream Processing Engines | Jonas
Traub Philipp Grulich | Master
BDMA |
| Ur Rahman,
Mukrram | Partial Evaluation of Java Classes at
Instantiation Time | Gábor Gévay | ICT-Innovation |
| Yfantidou, Sofia | Unsupervised Prediction of Anomalous Patterns on Data
Streams | Dr. Ralf-Detlef Kutsche Dr. Sadegh Jokar | Master
BDMA |
2018
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| Alhakem,
Mohammed | On-Demand Date Warehouse Design for
Massive Data | Dr. Abdulrahman
Kaitoua | Master IT4BI |
| Bartnik, Adrian | Runtime Modifications of a Flink Jobgraph | Prof. Dr. Tilmann Rabl Bonaventura del Monte | Master CS |
| von Bleichert, Janis | Code Generation for Stream Processing Systems | Dr. Sebastian Breß Dr. Steffen Zeuch | Master CS |
| Cheng, Shibo | Dynamic
Checkpointing for Non-Stationary Graph Algorithms on Distributed Data
Flow | Dr. Chen Xu | Master IT4BI |
| Cuesta, Aitor Palacios | Hyperparameter optimization for large-scale machine
learning | Behrouz Derakhshan | ICT-Innovation |
| Gavriilidis, Haralampos | Efficient
Data Exchange between Data Processing Frameworks | Andreas Kunft Dr. Sebastian Breß | Master CS |
| Jaama, Meri-Kris | Narrative
Visualzation of Sequential Data Models | Dr.
Ralf-Detlef Kutsche Dr. Steven A. Calder PDEng Navid Nourani-Vatani | ICT-Innovation |
| Li, Chiao-Yun | Automatic tuning of read-time tolerances for on-demand
data streaming | Jonas Traub | Master IT4BI |
| Martinez Ramirez, Ricardo Ernesto | Leveraging Context Information in Spatio-Temporal Big Data
Analytics: a Study in the Mobility Domain | Dr.
Holmer Hemsen | Master EIT |
| Pietrowicz, Benjamin | Anomaly Detection in Online Monitoring | Juan Soto Simon Diehl (AVM Computersysteme) | Master CS |
| Rinckens, Paul | Expressive Ontology Learning in the Medical
Domain | Dr. Ralf-Detlef Kutsche | Master CS |
| Schröck, Dominik | Building an
optimizer for Dynamic Rescaling of Distributed Stream Processing
Engines | Bonaventura Del Monte Jeyhun Karimov | Master ISM |
| Schüler, Felix Andreas | A Domain Specific Language and Compiler for Optimizing
Tensor Operations | Andreas Kunft Dr. Sebastian Schelter | Master
ISM |
| Tran Thi Hong,
Dieu | Multi-Dimensional Genomic Data
Representation | Dr. Abdulrahman
Kaitoua | Master IT4BI |
| Wicaksono, Pandu | Hybrid Recovery for Distributed Graph Processing
Systems | Dr. Chen Xu | Master IT4BI |
| Younas, Usman | Adaptive
Incremental Checkpoint in Stream Preocessing Engine | Dr. Quoc Cuong To | Master
EIT |
| Ziehn,
Ariane | Time series similarity search for
streaming data in distributed systems | Dr.
Marcela Charfuelan | Master
ISM |
| Zolic,
Aida | Benchmarking Probabilistic Programming
Languages | Alexander-Renz Wieland | Master
IT4BI |
2017
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| Benítez Valencia, Juan Manuel | Cost Model for Data Streams Processing | Quoc Cuong To | Master
IT4BI |
| de Cholier de
Cibeins, Vianney | A benchmark for adaptive
data collection in the Internet of Things | Jonas Traub | Master
CS |
| Espinosa Ortuno,
William | Advanced Data Analytics and Large
Scale Data Stream Processing for Predictive Maintance | Dr. Marcela Charfuelan Dr. Holmer Hemsen | Master IT4BI |
| Fuchs, Tobias | Compiling Database
Operators to Efficient LLVM Assembly | Dr.
Sebastian Breß | Master CS |
| Ha Thi Phuong, Thao | Spatial Analysis Using Apache Flink Platform | Bonaventura Del Monte | Master
IT4BI |
| Kunert,
Sebastian | Evaluationof Compression Techniques
for Efficient Data Transfer to Coprocessors | Dr. Sebastian Breß | Master
CS |
| Lyu,
Ye | Approximate Computation of Quantiles on
Distributed Systems | Dr. Chen Xu | Master CS |
| Meiners, Jens | Data Generation for
Machine Learning Benchmarking | Prof. Dr.
Tilmann Rabl | Master CS |
| Melnikov, Michail
Romanovic | Designing a user-friendly cost
model for databases in the cloud | Prof. Dr.
Tilmann Rabl | Master CS |
| Muhammed Mohiyudheen,
Ziyad | Serving Large Machine Learning Models
on Apache Flink | Behrouz
Derakhshan | Master IT4BI |
| Nowacka Barros, Marilyn | Techniques for Hierarchical Product
Classification | Juan Soto Jan Anderssen (idealo) | Master CS |
| Pogalz, Ricky Hoang
Nam |
Source-to-Source Compilation of User-Defined
Functions and Types | Andreas
Kunft Dr. Sebastian Breß | Master
CS |
| Sander,
Fridtjof | Extending Materialized Views in
Apache Cassandra | Prof. Dr. Tilmann
Rabl | Master CS |
|
Schwarzenberg, Robert | Scalable Named Entity
Recognition of Fine-Grained Geo-Locations | Dr. Holmer Hemsen (DFKI) Dr. Leonhard Hennig (DFKI) | Master CS |
| Veenhius, David | Konsistente semantische Anreicherung von physikalischen
Formeln mittels Interferenzbasierten Verfahren | Dr. Moritz Schubotz | Diploma
CS |
| Vivanco Villamar,
Andres Alejandro | Data Generation for Machine
Learning Benchmarking | Prof. Dr. Tilmann
Rabl | Master IT4BI |
| Walther, Timo | Online Join View Maintenance with Changelogs on a Stateful
Stream Processor | Prof. Dr. Tilmann Rabl Dr. Fabian Hüske | Master
CS |
| Zeybek, Ali
Bahadir | Evaluation of Data Gathering
Techniques for Sensor Data on Smart Phones | Jonas Traub | Master
IT4BI |
2016
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| Basha, Anastasia | Concept Drift
Adaptation in Large-scale Distributed Data Stream
Processing | Dr. Marcela
Charfuelan | Master IT4BI |
| Biswas, Biplob | Scalable Data Stream Clustering | Behrouz Derakhshan | Master
IT4BI |
| Bogantes
Gonzalez, Diana | Data-less database systems
for large scale testing | Dr. Tilmann
Rabl | Master IT4BI |
| Fleischmann, Kai | Analysis of Count-Min-Sketch-based Machine Learning
Algorithms | Max Heimel | Master CS |
| Kiefer,
Martin | Investigating GPU-Accelerated
Kernel Density Estimators for Join Selectivity Estimation" | Max Heimel | Master
CS |
| Kovacs,
Johann | Holistic Optimizations for
Dataflow-Centric Embedded DSLs | Alexander
Alexandrov | Master CS |
| Köcher, Bastian | Efficient Vectorized Query
Processing on Heterogenous Processors | Dr.
Sebastian Breß | Master CS |
| Kraus, Christina | A news recommendation engine for a multi-perspctive
understanding of political topics | Dr.
Sebastian Schelter | Master
IT4BI |
| Lee, Hae
Joon | Experimental Comparison of Flink, Spark,
and Hadoop on Big-Benchmark | Dr. Tilmann
Rabl | Master Double Degree KAIST Korea |
| Matar,
Diana | Benchmarking Fault-Tolerance in Stream
Processing Systems | Dr. Tilmann
Rabl | Master IT4BI |
| Melinda, Steffi | A Survey of Feature Selection Approaches for Scalable
Machine Learning | Christoph Boden | Master IT4BI |
| Nguyen, Xuan Truong | Anomaly
Detection in Distributed DataFlow Systems | Behrouz Derakhshan | Master
IT4BI |
| Racinet,
Tanguy | Scalable Frequent Itemsets Mining on
Stream Data | Dr. Marcela
Charfuelan | ICT Innovation |
| Rodriguez Cuellar,
Alejandro | Window aggregate sharing for
out-of-order stream processing | Dr. Asterios
Katsifodimos, Jonas Traub | Master
IT4BI |
| Toprakkiran,
Yusuf Güven | Machine Learning from Streaming
Data in Heterogeneous Computing Enviroments | Viktor Rosenfeld, (Jonas Traub) | Master IT4BI |
| Yanto, Budi | Large scale
multimedia data management | Dr.
Marcela Charfuelan, Dr. Tobias Kötter | Master
CS |
2015
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| Arnold, Sebastian | Interactive
Classification of Keyword Search Queries | Torsten Kilias | |
| Bondarew, Jana | Improving Concrete Syntax of Graphical Modeling Languages
for Business Process Management [2] | Dr.
Ralf-Detlef Kutsche | |
| Chang, Hung | Graph Analysis of Tracking Services in the Web with
Business Perspectives | Dr. Sebastian
Schelter | IT4BI |
| Edwards, Jacob | Glanceable Visualization of Dataflows [3] | Marcus Leich | IT4BI |
| Feigenbutz, Florian | Ranking Based
on Diversity and Serendipity for a Recipe Recommender
System | Dr. Sebastian Schelter | |
| Grigorev,
Alexey | Identifier namespaces in mathematical
notation [4] | Moritz Schubotz, Juan Soto | IT4BI |
| Holzemer, Markus | Fast Failure
Recovery for Iterative Algorithms in Distributed Dataflows
[5] | Dr. Chen Xu | |
| Liu, YangChao | Design and Implementation of a Flink-based News
Reocmmendation System [6] | Dr. Sebastian
Schelter | |
| Llobet, David Gràcia | Maintaining
Derived Views on Classes with Dynamic Data Efficiently | Alexander Alexandrov, Anna Queralt | IT4BI |
| Lungu, Andra | Scaling up
Computations on Highly Skewed Graphs [7] | Dr.
Asterios Katsifodimos, Vasiliki Kalavari (KTH) | |
| Maqsud, Umar | Scalable Text Generation using Gernerative
Models | Dr. Tilmann Rabl | |
| Mondonneix,
Gael | Design and implementation of a
distributed kernel SVM on dataflow engines | Andreas Kunft | EIT ICT
Innovation |
| Müller,
Andreas | Analyse von Wort-Vektoren deutscher
Textkorpora | Johannes Kirschnick | |
| Pala, Ahmet
Anil | Online Machine Learning Techniques for
Predicting Operator Performance | Max
Heimel | IT4BI |
| Pawar, Amit | Generating Example Tuples for Data-Flow Programs in Apache
Flink | Johannes Kirschnick | IT4BI |
| Shevchenko, Igor | Linking Event
References in Online News Streams to a Global Repository
[8] | Alan Akbik, Christoph Boden | IT4BI |
| Su, Yan | Large-Scale Sampling from
Probabilistic Graphical Networks | Max
Heimel | |
| Traub, Jonas | Rich Window
Discretization Techniques in Distributed Stream Processing
[9] | Dr. Asterios Katsifodimos, Paris Carbone,
Dr. Seif Haridi | |
| Wadie, Karim | An Exploratory Analysis of the Tracked Web | Johannes Kirschnick | IT4BI |
| Waury, Robert | Airline Passenger
Estimation: A Scalable Logit-based Approach | Dr. Asterios Katsifodimos |
2014
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| Albuquerque, Amauri de Oliveira | Use of Parallel Processing Frameworks statistics on
Software Defined Networks [10] | Kostas
Tzoumas | |
| Bodner, Thomas O. | Investigating
Relational Optimization for Data-Intensive Programs [11] | Max Heimel | |
| Chakkaradhari, Janani | Large Scale Centrality Measures in Apache Flink and Apache
Giraph [12] | Dr. Sebastian
Schelter | IT4BI |
| Gandlau, Stefan | Untersuchung von Kompressionsverfahren zur
Leistungssteigerung in einer GPU-beschleunigten Datenbank | ||
| Gaur, Prateek | Investigating the
impact of hybrid optimization strategies on distributed machine
learning algorithms [13] | Max Heimel,
Christoph Boden | IT4BI |
| Harindari, Suryamita | Workflow Management System on Stratosphere
[14] | Dr. Asterios Katsifodimos | IT4BI |
| Herger, Priska | Learning semantic
relations with distributional similarity [15] | Alan Akbik, Dr. Chris Biemann | |
| Julinda,
Silvia | Extracting a Repository of Events and
Event References from News Clusters | Alan
Akbik | IT4BI |
| Krettek, Aljoscha | Using Meta-Programming to Analyze and Rewrite
Domain-Specific Programm Code | Dr. Asterios
Katsifodimos, Dr. Stephan Ewen | |
| Lopez Pino, Jose Luis | Massive scale analytics with Stratosphere using
R | Marcus Leich, Kostas Tzoumas | IT4BI |
| Moeen, Faisal Oraksai | Trajectory
Data Modeling and Processing in HBase [16] | Alexander Alexandrov | IT4BI |
| Niedrich,
Christian | Automatisierte Extraktion textueller
Änderungen aus dem Bearbeitungsverlauf von
Online-Nachrichtenartikeln [17] | Alan
Akbik | |
| Rohrmann, Till | Gilbert: A
distributed sparse linear algebra environment executed in massively
parallel dataflow systems [18] | Dr. Sebastian
Schelter | |
| Schmits, Torsten | Content
Relevance-Based Semantic Sentence Retrieval [19] | Alan
Akbik | |
| Sepp, Silver | Resilient Machine
Learning on Stream Processing Engines [20] | Andreas Kunft | EIT ICT
Innovation |
| Viskovic,
Igor | Scalable Support Vector Machine Training
on Parallel Data Processing Systems [21] | Alexander Alexandrov | |
| Wolf,
Andreas | Inferring Program Runtime Estimates from Database
Statistics [22] | Max Heimel |
2013
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| Bodner,
Thomas O. | A Taxonomy of Platforms for Analytics on Big
Data | Michael J. Carey | |
| Häfele, Thomas | Robust Query
Optimization: Improving Predictability Of Query Execution in Presence
of Uncertain Predicate Selectivity | Fabian
Hüske | |
| Harjung, Joseph
John | Reducing Formal Noise in PACT
Programs | Stephan Ewen | |
| Keese, Philipp | Automatisierte
Extraktion von Zitaten (inklusive Sprechern) und zugehörigen Themen
aus Webdokumenten [23] | Alan Akbik, Martin
Schenck | |
| Kunft,
Andreas | Storage Techniques for Relational Data in
Distributed File Systems | Fabian
Hüske | |
| Matallaoui,
Amir | Domain-Specific Languages Development Guideline
& Tool Support Comparison | Nicole Natho, Ralf-Detlef
Kutsche | |
| Mohtadi
Haghighi, Kamran | Development of DSLs in the Software
industry - a practical case study | Ralf-Detlef
Kutsche | |
| Nagel,
Christoph | Efficient Strategies for the Computation of
Recommender System Models | Sebastian
Schelter | |
| Pieper,
Stephan | Generation and Evaluation of N-ary extraction
patterns for Open Information Extraction [24] | Alan
Akbik | |
| Ringler,
Moritz | StraQL - An SQL-Query Optimizer for the
Stratosphere Parallel Processing Framework [25] | Fabian
Hüske | |
| Ringwald,
Matthias | Data Programming Languages: History and Future
[26] | Max Heimel | |
| Simons, Guilhelm | TV Advertising and
Sentiment Analysis in eWOM - Measuring the impact of TV advertising
using large-scale unstructured data from the German web
[27] | Johannes Kirschnick | |
| Tondryk, Pawel Witold | Scalable
Temporal Information Extraction with Data Supply Chain Language
Operators [28] | Jochen Adamek |
2012
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| Evgrafov, Andrej | Formalisierung
und Implementierung von Algorithmen für die Störfallanalyse im
Schienenverkehr | Jochen
Adamek | |
| Jesionowski,
Mark | Automatisierte Extraktorenerstellung zur
Verarbeitung unstrukturierter Daten | Alan
Akbik | |
| Kaufmann,
Moritz | Integrating Iterative Algorithms into Parallel
Dataflows | Stephan Ewen | |
| Niba Che, Emmanuel | Implementation of a
Data Warehouse Meta-data Management System with Focus on Data Security
in a Public Transport System | Jochen Adamek, Alexander
Borusan | |
| Steinert,
Torsten | Join Algorithmen auf GPGPU-Architekturen am
Beispiel von OpenCL und MonetDB | Michael
Saecker | |
| Wandelt,
Benedict | Metamodelle und Ontologien für
domänenspezifische Sprachen | Henning Agt, Ralf-Detlef
Kutsche |
2011
| Candidate | Topic | Advisors | Study
Programm |
|---|---|---|---|
| An,
Sung-ill | Extraktion von Informationen für Portalseiten
aus Webquellen [29] | Fabian Hüske | |
| Alexandrov, Alexander S. | Design
and Execution of a Benchmark for Large-Scale Parallel Processing
Systems | Stephan Ewen | |
| Basu, Jayanta | Ranking of Information
Extractors with a Consensus-based Approach | Fabian
Hüske | |
| Boden,
Christoph | Classification Algorithms for Web Text
Filtering | Dr. Alexander Löser | |
| Flechtmann, Fabian | Portierung
eines Algorithmus zur Validation von Klimamodellen auf das PACT
Programmiermodell | Fabian Hüske | |
| Gopanchuk,
Oleksii | Semiautomatische Methoden zur Bestimmung der
Qualität der Relation-Extraktoren [30] | Dr. Alexander
Löser | |
| Gratwohl,
Simon | Modellbasierte Entwicklung und Codegenerierung für
eine Gameengine-Plattform am Beispiel von
Adventuregames | Henning Agt | |
| Güther, Martin | Geodata Analysis on
Huge Data Sets with Stratosphere | Stephan
Ewen | |
| Hausen,
Michael | Extraktion komplexer Relationen aus
englischsprachigen Webseiten | Dr. Alexander
Löser | |
| Heimel,
Max | Investigating Query Optimization for a
GPU-accelerated Database | Michael
Saecker | |
| Hofer,
Marc | GoOLAP: Eine semantische Suchmaschine für das
Web | Dr. Alexander Löser | |
| Lange, Felix | Relationship-Extraction
auf Textdaten mit einem zeitoptimierten
Parsing-Ansatz | Dr. Alexander
Löser | |
| Mayevskiy,
Oleg | Skalierbare Extraktion komplexer Relationstypen aus
Webseiten [31] | Dr. Alexander
Löser | |
| Meyer,
Clarissa | Kategorisierung von Suchanfragen und deren
Unterstützung durch Indexstrukturen [32] | Dr. Alexander
Löser | |
| Schenck,
Martin | Design and Implementation of an ETL Process and
Data Warehouse for Literature mining of genetic Mutations in Cell
Lines and statistical analysis of their occurrence
[33] | Dr. Groth | |
| Stollhans,
Michael | Modellierungsmethodik für fachliches,
domänenspezifisches Monitoring | Dr. Ralf-Detlef
Kutsche | |
| Wenglewski,
Robin | Incrementally Indexing structured data in the
Hadoop Distributed File System | Stephan
Ewen |
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