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TU Berlin

Inhalt des Dokuments

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

2019

Candidate
Topic
Advisors
Study Programm
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
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
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
Lev, Denisov
Platform for analysis and forecasting of exhaust emissions of marine traffic
Prof. Oscar Romero Moral
Josep Lluis Berral Garcia
David Carrera
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
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
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
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 
Moritz Schubotz, Juan Soto
IT4BI
Holzemer, Markus
Fast Failure Recovery for Iterative Algorithms in Distributed Dataflows
Dr. Chen Xu
Liu, YangChao
Design and Implementation of a Flink-based News Reocmmendation System
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
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
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
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
Kostas Tzoumas
Bodner, Thomas O.
Investigating Relational Optimization for Data-Intensive Programs
Max Heimel
Chakkaradhari, Janani
Large Scale Centrality Measures in Apache Flink and Apache Giraph
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
Max Heimel, Christoph Boden
IT4BI
Harindari, Suryamita
Workflow Management System on Stratosphere
Dr. Asterios Katsifodimos
IT4BI
Herger, Priska
Learning semantic relations with distributional similarity
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
Alexander Alexandrov
IT4BI
Niedrich, Christian
Automatisierte Extraktion textueller Änderungen aus dem Bearbeitungsverlauf von Online-Nachrichtenartikeln
Alan Akbik
Rohrmann, Till
Gilbert: A distributed sparse linear algebra environment executed in massively parallel dataflow systems
Dr. Sebastian Schelter
Schmits, Torsten
Content Relevance-Based Semantic Sentence Retrieval
Alan Akbik
Sepp, Silver
Resilient Machine Learning on Stream Processing Engines
Andreas Kunft
EIT ICT Innovation
Viskovic, Igor
Scalable Support Vector Machine Training on Parallel Data Processing Systems
Alexander Alexandrov
Wolf, Andreas
Inferring Program Runtime Estimates from Database Statistics
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
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
Alan Akbik
Ringler, Moritz
StraQL - An SQL-Query Optimizer for the Stratosphere Parallel Processing Framework
Fabian Hüske
Ringwald, Matthias
Data Programming Languages: History and Future
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
Johannes Kirschnick
Tondryk, Pawel Witold
Scalable Temporal Information Extraction with Data Supply Chain Language Operators
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
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
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
Dr. Alexander Löser
Meyer, Clarissa
Kategorisierung von Suchanfragen und deren Unterstützung durch Indexstrukturen
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
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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