PhD Theses

2019

Text-based Machine Learning for Modelling Drug-Target Interactions
by Hakime Öztürk in 2019 under the supervision of Arzucan Özgür and co-advised by Elif Özkırımlı
Ontology-based Entity Tagging and Normalization in the Biomedical Domain
by İlknur Karadeniz in 2019 under the supervision of Arzucan Özgür

2017

Developing New Approaches for Multi-platform and Multi-Individual Genomic Sequence Assembly
by Pınar Kavak in 2017 under the supervision of Tunga Güngör and co-advised by Can Alkan

2011

Integrating Morphology into Automatic Speech Recognition: Morpholexical and Discriminative Language Models for Turkish
by Haşim Sak in 2011 under the supervision of Tunga Güngör and Murat Saraçlar

2010

Automated Query-Biased and Structure-Preserving Document Summarization for Web Search Tasks
by Canan Pembe in 2010 under the supervision of Tunga Güngör
Improving Text Classification Performance with the Analysis of Lexical Dependencies and Class-based Feature Selection
by Levent Özgür in 2010 under the supervision of Tunga Güngör

MS Theses

2019

Hit Song Prediction using Feature-Based Machine Learning
by Anıl Çalışkol in 2019 under the supervision of Arzucan Özgür
Generating a Concept Relation Network for Turkish Based on ConceptNet Using Translational Methods
by Arif Sırrı in 2019 under the supervision of Tunga Güngör
Extracting Protein-Ligand Interactions from the Biomedical Literature using Deep Learning Approaches
by Atakan Yüksel in 2019 under the supervision of Arzucan Özgür and co-advised by Elif Özkırımlı
Identification of Verbal Multiword Expressions using Deep Learning Architectures and Representation Learning Methods
by Berna Erden in 2019 under the supervision of Tunga Güngör
Using Reviews on the Web to Predict Box Office Success with Machine Learning Methods
by Burak Sivrikaya in 2019 under the supervision of Arzucan Özgür
Developing a Statistical Turkish Sign Language Translation System for Primary School Students
by Buse Buz in 2019 under the supervision of Tunga Güngör
Hybrid Translation System from Turkish Spoken Language to Turkish Sign Language
by Dilek Kayahan in 2019 under the supervision of Tunga Güngör
Intrinsic and Extrinsic Evaluation of Word Embedding Models
by Gökçe Yeşiltaş in 2019 under the supervision of Tunga Güngör
Multilingual Identification of Verbal Multiword Expressions using Bidirectional Long Short-term Memory based Architectures
by Gözde Berk in 2019 under the supervision of Tunga Güngör
Identifying Event Nuggets in Turkish News Texts using Natural Language Processing and Machine Learning Methods
by Mehmet Durna in 2019 under the supervision of Arzucan Özgür
Mention Extraction and Normalization using Ontologies in the Biomedical Domain
by Mert Tiftikçi in 2019 under the supervision of Arzucan Özgür

2018

Named Entity Recognition in Turkish Using Deep Learning Models and Joint Learning
by Arda Akdemir in 2018 under the supervision of Tunga Güngör
A Framework For Understanding And Detecting Harassment In Social VR
by Lance Powell in 2018 under the supervision of Arzucan Özgür and Didar Akar
Developing a Turkish Language Recommendation System based on User Conversations
by Murat Elifoğlu in 2018 under the supervision of Tunga Güngör

2016

Natural Language Processing For Mining Neuroanatomical Relations Among Brain Regions
by Erinç Gökdeniz in 2016 under the supervision of Arzucan Özgür and Reşit Canbeyli
Identifying Passages Describing Protein-Protein Interaction Detection Methods in Biomedical Full Text Articles using Information Retrieval Methods
by Ferhat Aydın in 2016 under the supervision of Arzucan Özgür
A Semantic Sentence Similarity Estimation Approach For The Biomedical Domain
by Gizem Soğancıoğlu in 2016 under the supervision of Arzucan Özgür
A Rule-based Approach for Converting Wikipedia Content into Semantic Relations
by Yağmur Aydın in 2016 under the supervision of Tunga Güngör

2015

Named Entity Recognition for Turkish Microblog Texts using Semi-supervised Learning with Word Embeddings
by Eda Okur in 2015 under the supervision of Arzucan Özgür
Analyzing Stemming and Sentence Simplification Methodologies for Turkish Multi-document Text Summarization
by Muhammed Yavuz Nuzumlalı in 2015 under the supervision of Arzucan Özgür

2014

Utilizing Out-of-domain Data through Language Modeling based Vocabulary Saturation for Turkish-English Machine Translation
by Burak Aydın in 2014 under the supervision of Arzucan Özgür
Question Analysis and Information Retrieval for a Turkish Question Answering System: HazırCevap
by Caner Derici in 2014 under the supervision of Tunga Güngör
Text Normalization using Lexical and Contextual Features
by Çağıl Uluşahin Sönmez in 2014 under the supervision of Arzucan Özgür
Semi-Supervised Learning based Named Entity Recognition for Morphologically Rich Languages
by Hakan Demir in 2014 under the supervision of Arzucan Özgür
Analyzing Drug Targets using Ligand Similarity
by Hakime Öztürk in 2014 under the supervision of Arzucan Özgür and Elif Özkırımlı
Semi-supervised Learning with Softly Labeled Data for Bioinformatics Applications
by Melis Özgür Çetinkaya Demir in 2014 under the supervision of Arzucan Özgür and Ethem Alpaydın
Multi-document Summarization using Dependency Grammars
by Şaziye Betül Özateş in 2014 under the supervision of Arzucan Özgür

2013

An Approach for Dictionary-Based Concept Mining in Turkish
by Cem Rıfkı Aydın in 2013 under the supervision of Tunga Güngör
Detection of Topic-Based Opinion Leaders in Microblogging Environments
by Gözde Kaymaz in 2013 under the supervision of Arzucan Özgür
Discovering a Gene Interaction Atlas using Bayesian Networks and External Biological Knowledge
by Haluk Doğan in 2013 under the supervision of Arzucan Özgür and Hasan Otu
Bayesian Network Based Pathway Analysis of High Throughput Biological Data
by Melike Korucuoğlu in 2013 under the supervision of Arzucan Özgür and Hasan Otu
Speaker Adapted Speech Synthesis with Deep Neural Networks
by Miraç Göksu Öztürk in 2018 under the supervision of Arzucan Özgür and co-advised by Cenk Demiroğlu

2012

Self-Trained Discriminative Constituency Parser With Hierarchical Joint Learning Approach
by Arda Çelebi in 2012 under the supervision of Arzucan Özgür
Word Polarity Detection using a Multilingual Approach
by Cüneyd Murad Özsert in 2012 under the supervision of Arzucan Özgür
A Comprehensive Analysis of Using Wordnet, Part-of-speech Tagging, and Word Sense Disambiguation in Text Categorization
by Kerem Celik in 2012 under the supervision of Tunga Güngör

2011

Improving Text Categorization Performance by Combining Feature Selection Methods
by Ece Ozbilen in 2011 under the supervision of Tunga Güngör
Developing a Concept Extraction System for Turkish
by Meryem Uzun in 2011 under the supervision of Tunga Güngör
Using Genetic Algorithms with Lexical Chains for Automatic Text Summarizatıon
by Mine Berker in 2011 under the supervision of Tunga Güngör

2010

Mixture of Experts Learning in Automated Theorem Proving
by Acar Erkek in 2010 under the supervision of Tunga Güngör

2009

Morphological Annotation of a Corpus with a Collaborative Multiplayer Game
by Onur Güngör in 2009 under the supervision of Tunga Güngör
Parser Evaluation using Textual Entailments
by Önder Eker in 2009 under the supervision of Tunga Güngör
Development of a Translation Memory System for Turkish to English
by Pınar Kavak in 2009 under the supervision of Tunga Güngör
Methodology for Crew-Pairing Problem in Airline Crew Scheduling
by Ugur Ozdemir in 2009 under the supervision of Tunga Güngör

2007

An Evaluation of Existing and New Feature Selection Metrics in Automatic Text Categorization
by Serafettin Tasçi in 2007 under the supervision of Tunga Güngör

2006

Time Efficient Spam E-Mail Filtering For Turkish
by Ali Çiltik in 2006 under the supervision of Tunga Güngör

2004

A Corpus-Based Concatenative Speech Synthesis System for Turkish
by Hasim Sak in 2004 under the supervision of Tunga Güngör

2003

Adaptive Anti-Spam Filtering Based on Turkish Morphological Analysis, Artificial Neural Networks and Bayes Filtering
by Levent Özgür in 2003 under the supervision of Tunga Güngör
An Artificial Life Implementation Using Different Techniques of Artificial Neural Networks
by M. Serkan Erdur in 2003 under the supervision of Tunga Güngör
An Approach for Machine Translation Between Turkish and Spanish
by Metin Senkal in 2003 under the supervision of Tunga Güngör

2002

Forming Semantics of Turkish Texts in an Application Area
by Onur Kardes in 2002 under the supervision of Tunga Güngör