Publications & Works

Published journal articles indexed by SCI, SSCI, and AHCI

Supervised deep convolutional generative adversarial networks

Neurocomputing, vol.449, pp.389-398, 2021 (Peer-Reviewed Journal) identifier identifier

Raylı sistemlerde görev çizelgeleme probleminin modellenmesi ve çözümü

JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, vol.33, no.3, pp.953-965, 2018 (Peer-Reviewed Journal)

Differentiating households to analyze consumption patterns: a data mining study on official household budget data

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, vol.8, no.1, 2018 (Peer-Reviewed Journal) identifier

Modelling and solving railway crew rostering problem

JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, vol.33, no.3, pp.953-965, 2018 (Peer-Reviewed Journal) Creative Commons License identifier identifier

Clustering performance comparison of new generation meta-heuristic algorithms

KNOWLEDGE-BASED SYSTEMS, vol.130, pp.1-16, 2017 (Peer-Reviewed Journal) identifier

A cost-sensitive classification algorithm: BEE-Miner

KNOWLEDGE-BASED SYSTEMS, vol.95, pp.99-113, 2016 (Peer-Reviewed Journal) identifier identifier

Discovering task assignment rules for assembly line balancing via genetic programming

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, vol.76, pp.417-434, 2015 (Peer-Reviewed Journal) identifier identifier

Fuzzy DIFACONN-miner: A novel approach for fuzzy rule extraction from neural networks

EXPERT SYSTEMS WITH APPLICATIONS, vol.40, no.3, pp.938-946, 2013 (Peer-Reviewed Journal) identifier

Training neural networks with harmony search algorithms for classification problems

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, vol.25, no.1, pp.11-19, 2012 (Peer-Reviewed Journal) identifier

Multi-colony ant algorithm for parallel assembly line balancing with fuzzy parameters

JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, vol.23, no.6, pp.283-295, 2012 (Peer-Reviewed Journal) identifier

Bee colony intelligence in zone constrained two-sided assembly line balancing problem

EXPERT SYSTEMS WITH APPLICATIONS, vol.38, no.9, pp.11947-11957, 2011 (Peer-Reviewed Journal) identifier identifier

Classifying defect factors in fabric production via DIFACONN-miner: A case study

EXPERT SYSTEMS WITH APPLICATIONS, vol.38, no.9, pp.11321-11328, 2011 (Peer-Reviewed Journal) Sustainable Development identifier

Data mining and preprocessing application on component reports of an airline company in Turkey

EXPERT SYSTEMS WITH APPLICATIONS, vol.38, no.6, pp.6618-6626, 2011 (Peer-Reviewed Journal) Sustainable Development identifier identifier

Exploring comprehensible classification rules from trained neural networks integrated with a time-varying binary particle swarm optimizer

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, vol.24, no.3, pp.491-500, 2011 (Peer-Reviewed Journal) identifier

Genetic Programming Based Data Mining Approach to Dispatching Rule Selection in a Simulated Job Shop

SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, vol.86, no.12, pp.715-728, 2010 (Peer-Reviewed Journal) identifier

Mathematical models for job-shop scheduling problems with routing and process plan flexibility

APPLIED MATHEMATICAL MODELLING, vol.34, no.6, pp.1539-1548, 2010 (Peer-Reviewed Journal) identifier identifier

Analyzing the effect of dispatching rules on the scheduling performance through grammar based flexible scheduling system

INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, vol.124, no.2, pp.369-381, 2010 (Peer-Reviewed Journal) identifier

Bees algorithm for generalized assignment problem

APPLIED MATHEMATICS AND COMPUTATION, vol.215, no.11, pp.3782-3795, 2010 (Peer-Reviewed Journal) identifier

Balancing fuzzy multi-objective two-sided assembly lines via Bees Algorithm

JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, vol.21, no.5, pp.317-329, 2010 (Peer-Reviewed Journal) identifier identifier

TACO-miner: An ant colony based algorithm for rule extraction from trained neural networks

EXPERT SYSTEMS WITH APPLICATIONS, vol.36, no.10, pp.12295-12305, 2009 (Peer-Reviewed Journal) identifier

Classification rule discovery for the aviation incidents resulted in fatality

KNOWLEDGE-BASED SYSTEMS, vol.22, no.8, pp.622-632, 2009 (Peer-Reviewed Journal) identifier identifier

Generating prediction rules for liquefaction through data mining

EXPERT SYSTEMS WITH APPLICATIONS, vol.36, no.10, pp.12491-12499, 2009 (Peer-Reviewed Journal) identifier

A grammatical optimization approach for integrated process planning and scheduling

JOURNAL OF INTELLIGENT MANUFACTURING, vol.20, no.2, pp.211-221, 2009 (Peer-Reviewed Journal) Sustainable Development identifier

DATA MINING APPLICATION ON COMPONENT REPORTS OF AN AIRLINE COMPANY IN TURKEY

JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, vol.24, no.1, pp.73-78, 2009 (Peer-Reviewed Journal) identifier

TÜRKİYE’DE BİR HAVAYOLU İŞLETMESİNE AİT PARÇA SÖKÜM RAPORLARINA İLİŞKİN VERİ MADENCİLİĞİ UYGULAMASI

Gazi Üniv. Müh. Mim. Fak. Der. J. Fac. Eng. Arch. Gazi Univ., vol.24, pp.73-78, 2009 (Peer-Reviewed Journal)

The bees algorithm for workload balancing in examination job assignment

EUROPEAN JOURNAL OF INDUSTRIAL ENGINEERING, vol.3, no.4, pp.424-435, 2009 (Peer-Reviewed Journal) identifier identifier

MEPAR-miner: Multi-expression programming for classification rule mining

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, vol.183, no.2, pp.767-784, 2007 (Peer-Reviewed Journal) identifier

Stochastic U-line balancing using genetic algorithms

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, vol.32, pp.139-147, 2007 (Peer-Reviewed Journal) identifier

Articles Published in Other Journals

An Assembly Line Balancing Application on Oven Production Line with Hyper-Heuristics

International Journal of Operations Research and Information Systems, vol.10, no.3, pp.44-58, 2019 (Peer-Reviewed Journal)

MÜHENDİSLİK FAKÜLTESİ ÖĞRENCİLERİNİN KARİYER TERCİHLERİNİN BELİRLENMESİ

Dokuz Eylül Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, vol.19, no.1, pp.83-103, 2017 (Peer-Reviewed Journal)

MÜHENDİSLİK ÖĞRENCİLERİNİN KARİYER TERCİHLERİNİN BELİRLENMESİ

Dokuz Eylül Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, vol.19, pp.83-103, 2017 (Peer-Reviewed Journal)

Analysing the effect of flexibility on manufacturing systems performance

Journal of Manufacturing Technology Management, vol.19, no.2, pp.172-193, 2008 (Peer-Reviewed Journal) identifier

Mühendislik Fakültesi Yapısına Uygun Eğitim Sistemi Modeli Seçimi ve Sistem Geliştirme Önerileri

Erciyes Üniversitesi Fen Bilimleri Enstitüsü Dergisi, vol.17, 2001 (Peer-Reviewed Journal)

Mühendislik Yapısına Uygun Eğitim Sistemi Modeli Seçimi ve Sistem Geliştirme Önerileri

Erciyes Üniversitesi Fen Bilimleri Enstitüsü Dergisi, vol.17, pp.49-60, 2001 (Peer-Reviewed Journal)

Refereed Congress / Symposium Publications in Proceedings

A Constraint Programing Based Column Generation Approach forCrew Scheduling In Railway Transportation

6th INTERNATIONAL CONFERENCE ON COMPUTATIONALAND EXPERIMENTAL SCIENCE AND ENGINEERING, Antalya, Turkey, 23 - 27 October 2019, pp.217

DIFACONN-Miner II Algorithm to DiscoverCauses of Quality Defects

INFUS 2019, İstanbul, Turkey, 23 - 25 July 2019, pp.1152-1160

A mathematical model for timetabling problem in railway transportation

29th European Conference On Operational Research (EURO 2018), Valencia, Spain, 8 - 11 July 2018, pp.254

Column generation approach: A case study for light railway public transportation system

29th European Conference On Operational Research (EURO 2018), Valencia, Spain, 8 - 11 July 2018, pp.284

Weighted Superposition Attraction Algorithm for Type II Two-Sided Assembly Line Balanching Problem

International Conference on Applied Mathematics in Engineering (ICAME), Balıkesir, Turkey, 27 - 29 June 2018

Üniversitelerde Vize Sınav Çizelgeleme Probleminin Optimizasyonu

2nd International Mediterranean Science and Engineering Congress (IMSEC 2017, 25 - 27 October 2017

Üretim Veri Kümesi Üzerinde YSA’nın Eğitiminde Stokastik Fraktal Arama Algoritması

2nd International Mediterranean Science and Engineering Congress (IMSEC 2017), 25 - 27 October 2017

Stochastic Fractal Search Algorithm for Training ANNs on Production Dataset

Internatilonal Symposium for Production Research, Viyana, Austria, 13 - 15 September 2017, pp.6 Creative Commons License

Hyper Heuristic Approach to Assembly Line Balancing Problem A Real Life Application

ÜRETİM ARAŞTIRMALARI SEMPOZYUMU, İstanbul, Turkey, 12 - 14 October 2016, pp.960-965

Karınca Koloni Algoritması Kullanılarak Su Dağıtım Sisteminin Optimizasyonu

YA/EM 2015: Yöneylem Araştırması / Endüstri Mühendisliği 35. Ulusal Kongresi, Ankara, Turkey, 9 - 11 September 2015, pp.169 Sustainable Development

DIFACONN-Miner II: Eşzamanlı Nitelik Seçimi ve Kural Çıkarımı

YA/EM 2015: Yöneylem Araştırması / Endüstri Mühendisliği 35. Ulusal Kongresi, Ankara, Turkey, 9 - 11 September 2015, pp.164-165

Geçiş süreli paralel çift taraflı montaj hattı dengeleme problemi

35. Yöneylem Araştırması ve Endüstri Mühendisliği Ulusal Kongresi, Ankara, Turkey, 9 - 11 September 2015, pp.190

A direct cost-sensitive classification algorithm: BEE-miner

International IIE Conference, İstanbul, Turkey, 26 - 28 June 2013, pp.57

A meta-learning algorithm: Cost sensitive DIFACONN-miner

International IIE Conference, İstanbul, Turkey, 26 - 28 June 2013, pp.174

Fuzzy DIFACONN-miner: A Soft Computing Based Approach for Fuzzy Rule Extraction from Artificial Neural Networks

Fuzzyss’11 The Second International Fuzzy Systems Symposium, Ankara, Turkey, 17 - 18 November 2011, pp.258-263

Multiple ant colony algorithm for balancing parallel assembly lines with fuzzy parameters

FUZZYSS'11: 2nd International Fuzzy Systems Symposium, Turkey, 1 - 04 November 2011, pp.163-168

Yapay Sinir Ağlarının Eşzamanlı Eğitimi ve Kural Çıkarımı: DICONN-MINER

Endüstri Mühendisliği Yazılımları ve Uygulamaları Kongresi, İzmir, Turkey, 30 September - 02 October 2011, pp.225-243

Weka ile Veri Madenciliği Süreci ve Örnek Uygulama

Endüstri Mühendisliği Yazılımları ve Uygulamaları Kongresi, İzmir, Turkey, 30 September - 02 October 2011, pp.247-262

Self-adaptive global best harmony search algorithm for training neural networks

World Conference on Information Technology, İstanbul, Turkey, 6 - 10 October 2010, vol.3, pp.282-286 identifier identifier

Adaptif küresel en iyi harmoni arama algoritması ile yapay sinir ağlarının eğitimi

YA/EM 2010: Yöneylem Araştırması / Endüstri Mühendisliği 30. Ulusal Kongresi, İstanbul, Turkey, 30 June - 02 July 2010, pp.391

Arı algoritması ile bölgesel-konumsal kısıtlı bulanık çok-kriterli çift-taraflı montaj hattı dengelenmesi

30. Yöneylem Araştırması ve Endüstri Mühendisliği Ulusal Kongresi, İstanbul, Turkey, 30 June - 02 July 2010, pp.122

Bees algorithm for two-sided assembly line balancing problem

23rd European Conference on Operational Research, Bonn, Germany, 5 - 08 July 2009, pp.223

Balancing parallel assembly lines via ant colony optimization

39th International Conference on Computers & Industrial Engineering (CIE39), France, 1 - 04 July 2009, pp.512-517 identifier identifier

Çift taraflı montaj hattı dengeleme problemi için arı algoritması

29. Yöneylem Araştırması ve Endüstri Mühendisliği Ulusal Kongresi, Ankara, Turkey, 22 - 24 June 2009, pp.41

Çok kriterli paralel montaj hattı dengeleme problemine çok kolonili karınca optimizasyonu yaklaşımı

YA/EM 2009 Yöneylem Araştırması/Endüstri Mühendisliği 29. Ulusal Kongresi, Ankara, Turkey, 1 - 04 June 2009

Yapay sinir ağlarından kural çıkarımında parçacık sürü optimizasyonu

YA/EM'2008: Yöneylem Araştırması / Endüstri Mühendisliği 28. Ulusal Kongresi, İstanbul, Turkey, 30 June - 02 July 2008, pp.42

Enerji tüketimine etki eden faktörlerin belirlenmesine ilişkin farklı modelleme yaklaşımları

Yöneylem Araştırması ve Endüstri Mühendisliği 28. ulusal kongresi, İstanbul, Turkey, 30 June - 02 July 2008

Arı algoritması ve genelleştirilmiş atama problemi: Farklı komşuluk yapılarının karşılaştırılması

28. Yöneylem Araştırması ve Endüstri Mühendisliği Ulusal Kongresi, İstanbul, Turkey, 30 June - 02 July 2008, pp.54

Feature Selection and Preprocessing Application On Component Reports Of An Airline Company in Turkey

HDM-2008, International Conference on Multivariate Statistical Modeling And High Dimensional Data Mining, Kayseri, Turkey, 19 - 23 June 2008, pp.48

Data mining approach to discover causes of quality defects in fabric production

HDM-2008: International Conference on Multivariate Statistical Modeling and High Dimensional Data Mining, Kayseri, Turkey, 19 - 23 June 2008, pp.47

Data Mining Approach to Discover Causes of Quality Defects in Fabric Prdouction

International Conference on Multivariate Statistical Modeling and High Dimensional Data Mining, Kayseri, Turkey, 19 - 23 June 2008, pp.47

Parallel montaj hattı dengelemede çok kolonili karınca kolonisi optimizasyonu

YA/EM 2008 Yöneylem Araştırması/Endüstri Mühendisliği 28. Ulusal Kongresi, İstanbul, Turkey, 1 - 04 June 2008

Composite Dispatching Rule Generation through Data Mining in a Simulated Job Shop

2nd International Conference on Modelling, Computation and Optimization in Information Systems and Management Sciences, Metz, France, 8 - 10 September 2008, vol.14, pp.389-391 identifier identifier

Rule Extraction from Neural Networks Via Ant Colony Algorithm for Data Mining Applications

2nd International Conference on Learning and Intelligent Optimization, Trento, Italy, 8 - 12 December 2007, vol.5313, pp.177-179 identifier identifier

Seramik üretiminde veri madenciliği

7. Ulusal Üretim Araştırmaları Sempozyumu, Ankara, Turkey, 15 - 17 November 2007

Bir tekstil işletmesinde kalite iyileştirmeye yönelik veri madenciliği uygulaması

ÜAS'2007: Ulusal Üretim Araştırmaları Sempozyumu, Ankara, Turkey, 15 - 17 November 2007, pp.59

Karınca koloni optimizasyonu ile yapay sinir ağlarından sınıflandırma kuralları çıkarımı

YA/EM 2007: Yöneylem Araştırması / Endüstri Mühendisliği 27. Ulusal Kongresi, İzmir, Turkey, 2 - 04 July 2007, pp.967-972

Havayolu işletmeleri için tehir raporlarında veri madenciliği uygulaması

YA/EM: 2007, Yöneylem Araştırması/Endüstri Mühendisliği 27. Ulusal Kongresi, İzmir, Turkey, 2 - 04 July 2007, pp.1195-1200

Genelleştirilmiş atama problemi için arı kolonisi optimizasyonu

27. Yöneylem Araştırması ve Endüstri Mühendisliği Ulusal Kongresi, İzmir, Turkey, 2 - 04 July 2007, pp.33

Dairesel cepli hidrostatik+hidrodinamik yataklarda sürtünme güç kaybı

YA/EM’2005: Yöneylem Araştırması ve Endüstri Mühendisliği 25. Ulusal Kongresi, İstanbul, Turkey, 4 - 06 July 2005, pp.37

Dairesel Cepli Hidrostatik+Hidrodinamik Yataklarda güç kaybı

Ya-Em 2005 Ulusal Kongre, İstanbul, Turkey, 4 - 06 July 2005, vol.1, pp.37

Dairesel cebli HidrostatikHidrodinamik Yataklarda Sürtünme Kaybı

YA-EM 2005 25. Ulusal KOngre 04-06 Temmuz KOÇ Üniversitesi, Turkey, 4 - 06 July 2005

Books & Book Chapters

Composite dispatching rule generation through data mining in a simulated job shop, Modelling

in: Communications in Computer and Information Science, Hoai An, Le Thi, Pascal Bouvry, Tao Pham Dinh, Editor, Springer-Verlag , Berlin, pp.389-398, 2008

Rule extraction from neural networks via ant colony algorithm for data mining applications

in: Lecture Notes in Computer Science, Vittorio Maniezzo, Roberto Battiti, Jean-Pau Watson, Editor, Springer-Verlag , Berlin, pp.177-191, 2008

Artificial bee colony algorithm and its application to generalized assignment problem

in: Swarm intelligence, focus on ant and particle swarm optimization, Chan F.T.S., Tiwari M.K., Editor, I-Tech Education And Publishing, Vienna, pp.113-144, 2007