Publications & Works

Articles Published in Journals That Entered SCI, SSCI and AHCI Indexes

Word sense disambiguation using semantic kernels with class-based term values

TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, vol.27, no.4, pp.3180-3194, 2019 (Journal Indexed in SCI) identifier identifier

Semantic text classification: A survey of past and recent advances

INFORMATION PROCESSING & MANAGEMENT, vol.54, no.6, pp.1129-1153, 2018 (Journal Indexed in SCI) identifier identifier

Instance labeling in semi-supervised learning with meaning values of words

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, vol.62, pp.152-163, 2017 (Journal Indexed in SCI) identifier identifier

Helmholtz principle based supervised and unsupervised feature selection methods for text mining

INFORMATION PROCESSING & MANAGEMENT, vol.52, no.5, pp.885-910, 2016 (Journal Indexed in SCI) identifier identifier

Higher-Order Smoothing: A Novel Semantic Smoothing Method for Text Classification

JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, vol.29, no.3, pp.376-391, 2014 (Journal Indexed in SCI) identifier identifier

Higher Order Naive Bayes: A Novel Non-IID Approach to Text Classification

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, vol.23, no.7, pp.1022-1034, 2011 (Journal Indexed in SCI) identifier identifier

Articles Published in Other Journals

Identifying Topic-based Opinion Leaders in Social Networks by Content and User Information

International Journal of Intelligent Systems and Applications in Engineering, vol.8, no.4, pp.214-220, 2020 (Refereed Journals of Other Institutions) identifier

Refereed Congress / Symposium Publications in Proceedings

A Simple Data Augmentation Method to Improve the Performance of Named Entity Recognition Models in Medical Domain

2021 6th International Conference on Computer Science and Engineering (UBMK), Ankara, Turkey, 15 September - 17 November 2021, pp.763-768

Descriptive and Prescriptive Analysis of Construction Site Incidents Using Decision Tree Classification and Association Rule Mining

2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA), Kocaeli, Turkey, 25 August 2021, pp.1-6 identifier

Log and Execution Trace Analytics System

2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA), Kocaeli, Turkey, 25 August 2021, pp.1-7 identifier

A new cluster-aware regularization of neural networks

International Conference on Intelligent and Fuzzy Systems, INFUS 2019, İstanbul, Turkey, 23 - 25 July 2019, vol.1029, pp.346-353 identifier

Combining Lexical and Semantic Similarity Methods for News Article Matching

International Data Science Conference (iDSC 2019), Austria, 13 - 14 May 2019, pp.29-35

Diffused Label Propagation based Transductive Classification Algorithm for Word Sense Disambiguation

In 2019 IEEE International Symposium on INnovations in Intelligent SysTems and Applications, 3 - 05 July 2019, pp.1-6 identifier

Effects of Positivization on the Paragraph Vector Model

2019 IEEE International Symposium on INnovations in Intelligent SysTems and Applications, INISTA 2019, Sofija, Bulgaria, 3 - 05 July 2019 identifier

Waste Not: Meta-Embedding of Word and Context Vectors

24th International Conference on Application of Natural Language to Information Systems, NLDB 2019, Salford, United Kingdom, 26 - 28 June 2019, pp.393-401 identifier identifier

Document Embedding based Supervised Methods for Turkish Text Classification

3rd International Conference on Computer Science and Engineering (UBMK), Sarajevo, Bosnia And Herzegovina, 20 - 23 September 2018, pp.477-482 identifier

Improving Twitter Sentiment Classification Using Term Usage and User Based Attributes

IMMM 2017 : The Seventh International Conference on Advances in Information Mining and Management, Venedik, Italy, 25 - 29 June 2017, pp.47-51

A Machine Learning Approach to Database Failure Prediction

2017 International Conference on Computer Science and Engineering (UBMK), Antalya, Turkey, 5 - 08 October 2017, pp.1030-1035 Sustainable Development identifier

Machine Learning Based Electricity Demand Forecasting

2017 International Conference on Computer Science and Engineering (UBMK), Antalya, Turkey, 5 - 08 October 2017, pp.412-417 identifier

Preprocessing Framework for Twitter Bot Detection

2017 International Conference on Computer Science and Engineering (UBMK), Antalya, Turkey, 5 - 08 October 2017, pp.630-634 Sustainable Development identifier

A Feature Based Simple Machine Learning Approach with Word Embeddings to Named Entity Recognition on Tweets

22nd International Conference on Applications of Natural Language to Information Systems (NLDB), Liege, Belgium, 21 - 23 June 2017, vol.10260, pp.254-259 identifier

Semi-Supervised Learning using Higher-Order Co-occurrence Paths to Overcome the Complexity of Data Representation

IEEE International Conference on Systems, Man, and Cybernetics (SMC), Budapest, Hungary, 9 - 12 October 2016, pp.2242-2247 identifier

Evaluation of Classification Models for Language Processing

International Symposium on Innovations in Intelligent SysTems and Applications (INISTA 2015), Madrid, Spain, 2 - 04 September 2015, pp.454-461 identifier identifier

A Novel Classifier Based on Meaning for Text Classification

International Symposium on Innovations in Intelligent SysTems and Applications (INISTA 2015), Madrid, Spain, 2 - 04 September 2015, pp.462-466 identifier identifier

Metin Sınıflandırma için Eğitimsiz bir Anlamsal Özellik Seçimi Yöntemi

Elektrik – Elektronik – Bilgisayar ve Biyomedikal Mühendisliği Sempozyumu (ELECO 2014), Turkey, 27 - 29 November 2014

Metin Sınıflandırma için Yeni Bir Eğitimli Anlamsal Özellik Seçimi Yöntemi

Akıllı Sistemlerde Yenilikler ve Uygulamalar Sempozyumu (ASYU 2014), Turkey, 9 - 10 October 2014

A Simple Semantic Kernel Approach for SVM using Higher-Order Paths

IEEE International Symposium on Innovations in Intelligent Systems and Applications (INISTA), Alberobello, Italy, 23 - 25 June 2014, pp.431-436 identifier

A Semantic Kernel for Text Classification Based on Iterative Higher Order Relations between Words and Documents

The 13th International Conference on Artificial Intelligence and Soft Computing, 1 - 05 June 2014, vol.8467, pp.505-517 identifier identifier

A Semantic Kernel for Text Classification Based on Iterative Higher Order Relations between Words and Documents

The 13th International Conference on Artificial Intelligence and Soft Computing (ICAISC 2014), 1 - 05 June 2014 identifier identifier

A Novel Higher order Semantic Kernel

10th International Conference on Electronics Computer and Computation (ICECCO 2013), 7 - 09 November 2013 identifier identifier

A Novel Higher Order Semantic Kernel for Text Classification

ICECCO 2013,10th International Conference on Electronics, Computer and Computation, 7 - 09 November 2013, pp.216-219 identifier identifier

A Novel Higher-Order Semantic Kernel for Text Classification

10th International Conference on Electronics, Computer and Computation (ICECCO), Ankara, Turkey, 7 - 09 November 2013, pp.216-219 identifier

NMF based Dimension Reduction Methods for Turkish Text Clustering

IEEE International Symposium on INnovations in Intelligent SysTems and Applications (INISTA), Bulgaria, 19 - 21 June 2013 identifier identifier

An Application of Community Discovery in Academical Social Networks

IEEE International Symposium on INnovations in Intelligent SysTems and Applications (INISTA), Bulgaria, 19 - 21 June 2013 identifier identifier

Wikipedia Based Semantic Smoothing for Twitter Sentiment Classification

IEEE International Symposium on INnovations in Intelligent SysTems and Applications (INISTA), Bulgaria, 19 - 21 June 2013 identifier identifier

Exploiting Turkish Wikipedia as a Semantic Resource for Text Classification

International Symposium on INnovations in Intelligent SysTems and Applications (INISTA 2012), 2 - 04 July 2012 identifier

A Novel Semantic Smoothing Method based on Higher Order Paths for Text Classification

12th IEEE International Conference on Data Mining (ICDM), Brussels, Belgium, 10 - 13 December 2012, pp.615-624 identifier identifier

Discrete-Time Hopfield Neural Network Based Text Clustering Algorithm

19th International Conference on Neural Information Processing (ICONIP), Doha, Qatar, 11 - 15 November 2012, vol.7663, pp.551-559 identifier identifier

Application of the SpecHybrid Algorithm to Text Document Clustering Problem

International Symposium on INnovations in Intelligent SysTems and Applications (INISTA 2011), 15 - 18 June 2011 identifier

An Anomaly Detection Framework for BGP

International Symposium on INnovations in Intelligent SysTems and Applications (INISTA 2011), 15 - 18 June 2011 identifier

Intelligent focused crawler learning which links to crawl

Innovations in Intelligent Systems and Applications (INISTA 2011), 15 - 18 June 2011 identifier

Analysis of Preprocessing Methods on Classification of Turkish Texts

International Symposium on INnovations in Intelligent SysTems and Applications (INISTA 2011), 15 - 18 June 2011 identifier

Leveraging Higher Order Dependencies between Features for Text Classification

Joint European Conference on Machine Learning (ECML)/European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD), Bled, Slovenia, 7 - 11 September 2009, vol.5781, pp.375-377 identifier identifier

Link Analysis of Higher Order Paths in Supervised Learning Datasets

In Proceedings of the Workshop on Link Analysis, Counterterrorism and Security, 2006 SIAM Conference on Data Mining, 01 April 2006

Detection of interdomain routing anomalies based on higher-order path analysis

6th IEEE International Conference on Data Mining, Hong Kong, PEOPLES R CHINA, 18 - 22 December 2006, pp.874-879 identifier identifier