Omnivariate decision trees. - Olcay Taner Yildiz; Ethem Alpaydin (IEEE Trans. Neural Networks, 2001)

Model Selection in Omnivariate Decision Trees. - Olcay Taner Yildiz; Ethem Alpaydin (ECML, 2005)

Linear discriminant trees. - Olcay Taner Yildiz; Ethem Alpaydin (Int. J. Pattern Recognit. Artif. Intell., 2005)

Tuning model complexity using cross-validation for supervised learning (Gözetimli öğrenmede çapraz geçerleme ile model karmaşıklığının ayarlanması) - Olcay Taner Yildiz (2005)

Ordering and Finding the Best of K > 2 Supervised Learning Algorithms. - Olcay Taner Yildiz; Ethem Alpaydin (IEEE Trans. Pattern Anal. Mach. Intell., 2006)

Parallel univariate decision trees. - Olcay Taner Yildiz; Onur Dikmen (Pattern Recognit. Lett., 2007)

An Incremental Model Selection Algorithm Based on Cross-Validation for Finding the Architecture of a Hidden Markov Model on Hand Gesture Data Sets. - Aydin Ulas; Olcay Taner Yildiz (ICMLA, 2009)

Calculating the VC-dimension of decision trees. - Özlem Aslan; Olcay Taner Yildiz; Ethem Alpaydin (ISCIS, 2009)

An Incremental Framework Based on Cross-Validation for Estimating the Architecture of a Multilayer Perceptron. - Oya Aran; Olcay Taner Yildiz; Ethem Alpaydin (Int. J. Pattern Recognit. Artif. Intell., 2009)

Incremental construction of classifier and discriminant ensembles. - Aydin Ulas; Murat Semerci; Olcay Taner Yildiz; Ethem Alpaydin (Inf. Sci., 2009)

Feature Extraction from Discrete Attributes. - Olcay Taner Yildiz (ICPR, 2010)

Univariate Margin Tree. - Olcay Taner Yildiz (ISCIS, 2010)

Cryptanalysis of Fridrich's Chaotic Image Encryption. - Ercan Solak; Cahit Çokal; Olcay Taner Yildiz; Türker Bíyíkoglu (Int. J. Bifurc. Chaos, 2010)

Unsupervised Morphological Analysis Using Tries. - Koray Ak; Olcay Taner Yildiz (ISCIS, 2011)

A Novel Approach to Morphological Disambiguation for Turkish. - Onur Görgün; Olcay Taner Yildiz (ISCIS, 2011)

Multivariate Statistical Tests for Comparing Classification Algorithms. - Olcay Taner Yildiz; Özlem Aslan; Ethem Alpaydin (LION, 2011)

Mapping classifiers and datasets. - Olcay Taner Yildiz (Expert Syst. Appl., 2011)

Model selection in omnivariate decision trees using Structural Risk Minimization. - Olcay Taner Yildiz (Inf. Sci., 2011)

Searching for the optimal ordering of classes in rule induction. - Sezin Ata; Olcay Taner Yildiz (ICPR, 2012)

Soft decision trees. - Ozan Irsoy; Olcay Taner Yildiz; Ethem Alpaydin (ICPR, 2012)

Statistical Tests Using Hinge/ε-Sensitive Loss. - Olcay Taner Yildiz; Ethem Alpaydin (ISCIS, 2012)

Using morphology in English-Turkish statistical machine translation. - Onur Görgün; Olcay Taner Yildiz (SIU, 2012)

Univariate Decision Tree Induction using Maximum Margin Classification. - Olcay Taner Yildiz (Comput. J., 2012)

Eigenclassifiers for combining correlated classifiers. - Aydin Ulas; Olcay Taner Yildiz; Ethem Alpaydin (Inf. Sci., 2012)

Cost-conscious comparison of supervised learning algorithms over multiple data sets. - Aydin Ulas; Olcay Taner Yildiz; Ethem Alpaydin (Pattern Recognit., 2012)

Design and Analysis of Classifier Learning Experiments in Bioinformatics: Survey and Case Studies. - Ozan Irsoy; Olcay Taner Yildiz; Ethem Alpaydin (IEEE ACM Trans. Comput. Biol. Bioinform., 2012)

A Novel Regression Method for Software Defect Prediction with Kernel Methods. - Ahmet Okutan; Olcay Taner Yildiz (ICPRAM, 2013)

Regularizing Soft Decision Trees. - Olcay Taner Yildiz; Ethem Alpaydin (ISCIS, 2013)

Omnivariate Rule Induction Using a Novel Pairwise Statistical Test. - Olcay Taner Yildiz (IEEE Trans. Knowl. Data Eng., 2013)

Constructing a Turkish-English Parallel TreeBank. - Olcay Taner Yildiz; Ercan Solak; Onur Görgün; Razieh Ehsani (ACL (2), 2014)

Budding Trees. - Ozan Irsoy; Olcay Taner Yildiz; Ethem Alpaydin (ICPR, 2014)

VC-Dimension of Rule Sets. - Olcay Taner Yildiz (ICPR, 2014)

Bilingual Software Requirements Tracing using Vector Space Model. - Olcay Taner Yildiz; Ahmet Okutan; Ercan Solak (ICPRAM, 2014)

Context Sensitive Search Engine. - Remzi Düzagaç; Olcay Taner Yildiz (ISCIS, 2014)

Multivariate Comparison of Classification Algorithms. - Olcay Taner Yildiz; Ethem Alpaydin (CoRR, 2014)

Software defect prediction using Bayesian networks. - Ahmet Okutan; Olcay Taner Yildiz (Empir. Softw. Eng., 2014)

On the feature extraction in discrete space. - Olcay Taner Yildiz (Pattern Recognit., 2014)

Chunking in Turkish with Conditional Random Fields. - Olcay Taner Yildiz; Ercan Solak; Razieh Ehsani; Onur Görgün (CICLing (1), 2015)

Constructing a Turkish Constituency Parse TreeBank. - Olcay Taner Yildiz; Ercan Solak; Semsinur Çandir; Razieh Ehsani; Onur Görgün (ISCIS, 2015)

Quadratic programming for class ordering in rule induction. - Olcay Taner Yildiz (Pattern Recognit. Lett., 2015)

Attachment Errors of Nouns after Possessor Clitic. - Ercan Solak; Olcay Taner Yildiz; Onur Görgün; Razieh Ehsani (Res. Comput. Sci., 2015)

VC-Dimension of Univariate Decision Trees. - Olcay Taner Yildiz (IEEE Trans. Neural Networks Learn. Syst., 2015)

Incremental construction of rule ensembles using classifiers produced by different class orderings. - Olcay Taner Yildiz; Aydin Ulas (ICPR, 2016)

English-Turkish Parallel Treebank with Morphological Annotations and its Use in Tree-based SMT. - Onur Görgün; Olcay Taner Yildiz; Ercan Solak; Razieh Ehsani (ICPRAM, 2016)

A novel kernel to predict software defectiveness. - Ahmet Okutan; Olcay Taner Yildiz (J. Syst. Softw., 2016)

Tree Ensembles on the Induced Discrete Space. - Olcay Taner Yildiz (IEEE Trans. Neural Networks Learn. Syst., 2016)

Bagging Soft Decision Trees. - Olcay Taner Yildiz; Ozan Irsoy; Ethem Alpaydin (Machine Learning for Health Informatics, 2016)

Hypernym extraction from Wikipedia and Wiktionary. - Emre Sasmaz; Razieh Ehsani; Olcay Taner Yildiz (SIU, 2017)

AnlamVer: Semantic Model Evaluation Dataset for Turkish - Word Similarity and Relatedness. - Gökhan Ercan; Olcay Taner Yildiz (COLING, 2018)

An all-words sense annotated Turkish corpus. - Sinan Akçakaya; Olcay Taner Yildiz (ICNLSP, 2018)

A multilayer annotated corpus for Turkish. - Olcay Taner Yildiz; Koray Ak; Gökhan Ercan; Ozan Topsakal; Cengiz Asmazoglu (ICNLSP, 2018)

Near duplicate detection in relational databases. - Ahmet Tugrul Bayrak; Aykut Inan Yilmaz; Kemal Burak Yilmaz; Remzi Düzagaç; Veri Bilimi; Analitik Bolumu; Olcay Taner Yildiz (SIU, 2018)

Target audience selection for direct marketing. - Sinan Kegeci; Eyup Erkan Ozbek; Mustafa Sertac Turkel; Remzi Düzagaç; Veri Bilimi; Analitik Bolumu; Olcay Taner Yildiz (SIU, 2018)

Customer clustering using RFM analysis. - Muhammet Pakyürek; Mehmet Selman Sezgin; Sedat Kestepe; Busra Bora; Remzi Düzagaç; Olcay Taner Yildiz (SIU, 2018)

Construction of a Turkish proposition bank. - Koray Ak; Cansu Toprak; Volkan Esgel; Olcay Taner Yildiz (Turkish J. Electr. Eng. Comput. Sci., 2018)

Constructing a WordNet for Turkish Using Manual and Automatic Annotation. - Razieh Ehsani; Ercan Solak; Olcay Taner Yildiz (ACM Trans. Asian Low Resour. Lang. Inf. Process., 2018)

Automatic Propbank Generation for Turkish. - Koray Ak; Olcay Taner Yildiz (RANLP, 2019)

An Open, Extendible, and Fast Turkish Morphological Analyzer. - Olcay Taner Yildiz; Begüm Avar; Gökhan Ercan (RANLP, 2019)

User Interface for Turkish Word Network KeNet. - Riza Özçelik; Gökçe Uludogan; Selen Parlar; Özge Bakay; Özlem Ergelen; Olcay Taner Yildiz (SIU, 2019)

Domain Dependent Wordnet for Real Estate. - Selen Parlar; Bilge Nas Arican; Mehmet Erkek; Kamil Çayirli; Olcay Taner Yildiz (SIU, 2019)

English-Turkish Parallel Semantic Annotation of Penn-Treebank. - Bilge Nas Arican; Özge Bakay; Begüm Avar; Olcay Taner Yildiz; Özlem Ergelen (GWC, 2019)

Comparing Sense Categorization Between English PropBank and English WordNet. - Özge Bakay; Begüm Avar; Olcay Taner Yildiz (GWC, 2019)

A tree-based approach for English-to-Turkish translation. - Özge Bakay; Begüm Avar; Olcay Taner Yildiz (Turkish J. Electr. Eng. Comput. Sci., 2019)

TRopBank: Turkish PropBank V2.0. - Neslihan Kara; Deniz Baran Aslan; Büsra Marsan; Özge Bakay; Koray Ak; Olcay Taner Yildiz (LREC, 2020)

FrameForm: An Open-source Annotation Interface for FrameNet. - Büsra Marsan; Olcay Taner Yildiz (EACL (System Demonstrations), 2021)

From Constituency to UD-Style Dependency: Building the First Conversion Tool of Turkish. - Asli Kuzgun; Oguz Kerem Yildiz; Neslihan Cesur; Büsra Marsan; Arife Betül Yenice; Ezgi Saniyar; Oguzhan Kuyrukçu; Bilge Nas Arican; Olcay Taner Yildiz (RANLP, 2021)

Creating Domain Dependent Turkish WordNet and SentiNet. - Bilge Nas Arican; Merve Özçelik; Deniz Baran Aslan; Elif Sarmis; Selen Parlar; Olcay Taner Yildiz (GWC, 2021)

Turkish WordNet KeNet. - Özge Bakay; Özlem Ergelen; Elif Sarmis; Selin Yildirim; Bilge Nas Arican; Atilla Kocabalcioglu; Merve Özçelik; Ezgi Saniyar; Oguzhan Kuyrukçu; Begüm Avar; Olcay Taner Yildiz (GWC, 2021)

Building the Turkish FrameNet. - Büsra Marsan; Neslihan Kara; Merve Özçelik; Bilge Nas Arican; Neslihan Cesur; Asli Kuzgun; Ezgi Saniyar; Oguzhan Kuyrukçu; Olcay Taner Yildiz (GWC, 2021)

HisNet: A Polarity Lexicon based on WordNet for Emotion Analysis. - Merve Özçelik; Bilge Nas Arican; Özge Bakay; Elif Sarmis; Özlem Ergelen; Nilgün Güler Bayezit; Olcay Taner Yildiz (GWC, 2021)

A Learning-Based Dependency to Constituency Conversion Algorithm for the Turkish Language. - Büsra Marsan; Oguz Kerem Yildiz; Asli Kuzgun; Neslihan Cesur; Arife Betül Yenice; Ezgi Saniyar; Oguzhan Kuyrukçu; Bilge Nas Arican; Olcay Taner Yildiz (LREC, 2022)

Evaluating the English-Turkish parallel treebank for machine translation. - Onur Görgün; Olcay Taner Yildiz (Turkish J. Electr. Eng. Comput. Sci., 2022)

Product Completion with Fuzzy Association Analysis: Recommendation System Application for an Insurance Company. - Sultan Ceren Öner; Melike Demirdag; Ahmet Tugrul Bayrak; Olcay Taner Yildiz (ICECET, 2023)

Point of Sale Fraud Detection Methods via Machine Learning. - Emre Begen; Ismail Utku Sayan; Ahmet Tugrul Bayrak; Olcay Taner Yildiz (INISTA, 2023)

CheckMate: English Grammatical Error Correction for Native Turkish Speakers. - Asim Ersoy; Oylum Savlak; Cemile Kart; Olcay Taner Yildiz (SIU, 2023)

ORTPiece: An ORT-Based Turkish Image Captioning Network Based on Transformers and WordPiece. - Asim Ersoy; Olcay Taner Yildiz; Sedat Özer (SIU, 2023)

StarNet: A WordNet Editor Interface. - Oguzhan Kuyrukçu; Ezgi Saniyar; Olcay Taner Yildiz (GWC, 2023)

A CCGbank for Turkish: From Dependency to CCG. - Asli Kuzgun; Oguz Kerem Yildiz; Olcay Taner Yildiz (GWC, 2023)

Comparison of Machine Learning Algorithms and Large Language Models for Product Categorization. - Abdullah Ihsanoglu; Mounes Zaval; Olcay Taner Yildiz (SIU, 2024)

Decoding Emotional Dynamics: A Comparative Analysis of Contextual and Non-Contextual Models in Sentiment Analysis of Turkish Couple Dialogues. - Esma Nafiye Polat; Cenk Demiroglu; Olcay Taner Yildiz; Nilüfer Kafesçioglu (IEEE Access, 2024)

Organic Data-Driven Approach for Turkish Grammatical Error Correction and LLMs. - Asim Ersoy; Olcay Taner Yildiz (CoRR, 2024)

In-Depth Analysis of Arabic-Origin Words in the Turkish Morpholex. - Mounes Zaval; Abdullah Ihsanoglu; Asim Ersoy; Olcay Taner Yildiz (COLING Workshops, 2025)

Grammar or Crammer? The Role of Morphology in Distinguishing Orthographically Similar but Semantically Unrelated Words. - Gökhan Ercan; Olcay Taner Yildiz (IEEE Access, 2025)