Publications & Works

Published journal articles indexed by SCI, SSCI, and AHCI

Learning to play an imperfect information card game using reinforcement learning

TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, vol.1, no.1, pp.1-16, 2022 (Peer-Reviewed Journal) Creative Commons License

A novel optical flow-based representation for temporal video segmentation

TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, vol.25, pp.3983-3993, 2017 (Peer-Reviewed Journal) Creative Commons License identifier identifier

MRI image enhancement using Biot-Savart law at 3 tesla

TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, vol.25, pp.3381-3396, 2017 (Peer-Reviewed Journal) identifier identifier

Text summarization using Latent Semantic Analysis

JOURNAL OF INFORMATION SCIENCE, vol.37, pp.405-417, 2011 (Peer-Reviewed Journal) Creative Commons License identifier identifier

A machine learning approach to two-voice counterpoint composition

KNOWLEDGE-BASED SYSTEMS, vol.20, pp.300-309, 2007 (Peer-Reviewed Journal) identifier identifier

Effects of culture on computer-supported international collaborations

INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, vol.60, no.3, pp.365-380, 2004 (Peer-Reviewed Journal) identifier identifier

A temporal neural network model for constructing connectionist expert system knowledge bases

JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, vol.19, no.2, pp.119-133, 1996 (Peer-Reviewed Journal) identifier identifier

Articles Published in Other Journals

Exploring the communication behaviour among global software development learners

INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, vol.40, no.3, pp.203, 2011 (Peer-Reviewed Journal)

Intelligent learning system for online learning

International Journal of Hybrid Intelligent Systems, vol.5, no.3, pp.129-141, 2008 (Peer-Reviewed Journal)

Refereed Congress / Symposium Publications in Proceedings

Reinforcement Learning in Card Game Environments Using Monte Carlo Methods and Artificial Neural Networks

4th International Conference on Computer Science and Engineering, UBMK 2019, Samsun, Turkey, 11 - 15 September 2019, pp.618-623 identifier identifier

Supervised Learning in Football Game Environments Using Artificial Neural Networks

Uluslararası Bilgisayar Bilimleri ve Mühendisliği Konferansı (UBMK’18), 20 - 23 September 2018 identifier identifier

RHCS - A Clinical Recommendation System for Geriatric Patients

The 44th Int. Conf. on Very Large Databases (VLDB 2018), 27 - 31 August 2018

An Ontology-Based Expert System to Detect Service Level Agreement Violations

International Symposium on Business Modeling and Software Design (BMSD 2018), 2 - 04 July 2018 identifier identifier

Creating Smarter Teaching and Training Environments: Innovative Set-Up for Collaborative Hybrid Learning

12th International Conference on Intelligent Environments (IE), London, Canada, 12 - 16 September 2016, vol.21, pp.238-248 Sustainable Development identifier

Using data analytics for collaboration patterns in distributed software team simulations

11th IEEE International Conference on Global Software Engineering (ICGSE), Irvine, United Kingdom, 2 - 05 August 2016, pp.43-48 Creative Commons License Sustainable Development identifier identifier

Video Action Recognition Using an Optical Flow Based Representation

The World Congress in Computer Science, Computer Engineering and Applied Computing (WorldComp), 2014., Nevada, United States Of America, 21 - 24 July 2014, pp.1-10

Self-Adaptive Negative Selection using Local Outlier Factor

27th International Symposium on Computer and Information Sciences, ISCIS 2012, 3 - 05 September 2012

Text Summarization of Turkish Texts using Latent Semantic Analysis

The 23rd International Conference on Computational Linguistics (COLING 2010), 23 - 27 August 2010 identifier

Strategies and Guidelines for Building Effective Distributed Learning Teams in Higher Education

9th International Conference on Information Technology Based Higher Education and Training (ITHET 2010), 29 April - 01 May 2010

Using Social Networks to Solve Data Sparsity Problem in One-Class Collaborative Filtering

7th International Conference on Information Technology : New Generations (ITNG 2010), 12 - 14 April 2010 identifier

An Ontology-Based Retrieval System Using Semantic Indexing

ICDE Workshop on Data Engineering meets the Semantic Web (DESWEB 2010), 5 March - 06 April 2010

Improvement on Corpus-Based Word Similarity Using Vector-Space Models

24th International Symposium on Computer and Information Sciences (ISCIS’09), 14 - 16 September 2009 identifier identifier

Event Extraction from Turkish Football Web-casting Texts Using Hand-crafted Templates

3rd International Conference on Semantic Computing (ICSC 2009), California, United States Of America, 14 - 16 September 2009, pp.466-467 identifier identifier

Behavior Categorization Using Correlation Based Adaptive Resonance Theory

17th Mediterranean Conference on Control and Automation (MED’xx09, 24 - 26 June 2009 identifier

CobART: Correlation Based Adaptive Resonance Theory

17th Mediterranean Conference on Control and Automation (MED’xx09), 24 - 26 June 2009 identifier

MODA: Öğrenme Yönetim Sistemlerine Adapte Olabilme Özelliği Katan Bir Çoklu Ajan Sistemi,

Akademik Bilişim’09 - XI. Akademik Bilişim Konferansı, Şanlıurfa, Turkey, 11 - 13 February 2009, pp.481-487

Ontological Video Annotation and Querying System for Soccer Games

23rd International Symposium on Computer and Information Sciences, İstanbul, Turkey, 27 - 29 October 2008, pp.431-436 identifier identifier

Ontology on Semantic Web

e-Challenges 2007, The Hague, Netherlands, 24 - 26 October 2007

Computing Answer Sets Using Model Generation Theorem Provers

4th International Workshop on Answer Set Programming (ASP’07), 8 - 13 September 2007

Teaching students how to work in global software development environments

International Conference on Collaborative Computing, Athens, Greece, 17 - 20 November 2006, pp.109-110 Sustainable Development identifier identifier

A Control System Using Behavior Hierarchies and Neuro-Fuzyy Approach

2nd International Conference on Informatics in Control, Automation and (ICINCO 2005), Barcelona, Spain, 14 - 17 September 2005

A Case Study of Student Software Using Computer-Supported Software

2005 Symposium on Collaborative Technologies and Systems (CTS 2005), 15 - 19 May 2005 identifier identifier

Adaptive Neuro-Fuzzy Inference (ANFIS) Applications to PCP-Based NMDA Receptor Antagonists

15th European Symposium on Quantitative Structure-Activity Relationships and Molecular Modeling (QSAR 2005), İstanbul, Turkey, 5 September - 10 May 2005

Using Criticalities as a Heuristic for Answer Set Programming

7th . International Conference on Logic Programming and Nonmonotonic Reasoning (LPNMR-7), 6 - 08 January 2004 identifier identifier

A Temporal Neuro Fuzzy System for Time Series Analysis

IASTED International Conference on Artificial Intelligence and Applications (AIA 2003), Benalmadena, Spain, 8 - 10 September 2003, pp.679-683

Visualizing transition diagrams of action language programs

17th International Symposium on Computer and Information Sciences, Florida, United States Of America, 28 - 30 October 2002, pp.181-186 identifier

Virtual AI classroom: A proposal

1st International Workshop on Hybrid Intelligent Systems (HIS 2001), Adelaide, Australia, 11 - 12 December 2001, pp.485-495 identifier

An intelligent agent for student guidance in web-based courses

13th International Conference on Computer Applications in Industry and Engineering, Hawaii, United States Of America, 1 - 03 November 2000, pp.216-219 identifier

Intelligent Tutoring System for Student Guidance in Web-based Courses

Advances in Information Systems (ADVIS 2000), İzmir, Turkey, 25 - 27 October 2000, pp.437-448

An intelligent tutoring system for student guidance in Web-based courses

4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, Brighton, United Kingdom, 30 - 31 August 2000, pp.835-839 identifier identifier

Strawson on Intended Meaning and Context

2nd International And Interdisciplinary Conference on Modeling and Using Context, 9 - 11 September 1999 identifier

A neuro-fuzzy MAR algorithm for temporal rule-based systems

World Multiconference on Systemics, Cybernetics and Informatics/5th International Conference on Information Systems, Analysis and Synthesis (ISAS 99), Florida, United States Of America, 31 July - 04 August 1999, pp.87-92 identifier

Fuzzy neural network learning method for time series analysis using multivariate autoregression

11th International Conference on Computer Applications in Industry and Engineering, Nevada, United States Of America, 11 - 13 November 1998, pp.38-41 identifier

Hyperbox model for fuzzy rule evaluation in neural networks

2nd International Conference on Knowledge-Based Intelligent Electronic Systems (KES 98), Adelaide, Australia, 21 - 23 April 1998, pp.321-328 identifier

Temporal neuro-fuzzy MAR Algorithm for time series data in rule-based systems

2nd International Conference on Knowledge-Based Intelligent Electronic Systems (KES 98), Adelaide, Australia, 21 - 23 April 1998, pp.316-320 identifier

A temporal neurofuzzy model for rule-based systems

1st International Conference on Knowledge-Based Intelligent Electronic Systems (KES 97), Adelaide, Australia, 21 - 23 May 1997, pp.690-695 identifier

Representing temporal knowledge in connectionist expert systems

ISCA 9th International Conference on Parallel and Distributed Computing Systems, Dijon, France, 25 - 27 September 1996, pp.709-712 identifier

Books & Book Chapters

Optical flow-based representation for video action detection

in: Emerging Trends in Image Processing, Computer Vision and Pattern Recog, Leonidas Deligiannidis, Hamid Arabnia, Editor, Morgan Kaufmann, 2014

A New Adaptive Intelligent Learning System

in: The Handbook on Reasoning-based Intelligent Systems (AIKP Series, K. Nakamatsu , L.C. Jain, Editor, World Scientific, 2012

Fuzzy Multivariate Auto-regression Method and its Application

in: Applied Intelligent Systems: New Directions, J.Fulcher, Editor, Springer, 2004

An Intelligent Tutoring System for Student Guidance in Web-Based Courses

in: Virtual Environments for Teaching and Learning, L.C. Jain, R.J.Howlett, N.S. Ichalkaranje, G. Tonfoni, Editor, World Scientific, 2002

Virtual AI Classroom: A Proposal

in: Advances in Soft Computing: Hybrid Information Systems, A. Abraham, M. Köppen, Editor, Springer, 2002