Education Information
2013 - 2019
2013 - 2019Doctorate
Galatasaray University, Fen Bilimleri Enstitüsü, Endüstri Mühendisliği (Dr), Turkey
2011 - 2013
2011 - 2013Postgraduate
Galatasaray University, Fen Bilimleri Enstitüsü, Endüstri Mühendisliği (Yl) (Tezli), Turkey
2007 - 2011
2007 - 2011Undergraduate
Galatasaray University, Mühendislik Ve Teknoloji Fakültesi, Endüstri Mühendisliği Bölümü, Turkey
Dissertations
2019
2019Doctorate
Medical Decision Support Applications Using Artificial Intelligence Techniques
Galatasaray Üniversitesi, Fen Bilimleri Enstitüsü, Endüstri Mühendisliği (Dr)
2013
2013Postgraduate
EVALUATING PRICING STRATEGIES WITH FUZZY LINEAR PROGRAMMING APPROACHES
Galatasaray Üniversitesi, Fen Bilimleri Enstitüsü, Endüstri Mühendisliği (Yl) (Tezli)
Research Areas
Biostatistics and Medical Informatics
Multi Criteria Decision Making
Decision Support Systems
Academic Titles / Tasks
2011 - Continues
2011 - ContinuesResearch Assistant PhD
Galatasaray University, Mühendislik Ve Teknoloji Fakültesi, Endüstri Mühendisliği
Published journal articles indexed by SCI, SSCI, and AHCI
2022
2022Artificial intelligence based prediction models: sales forecasting application in automotive aftermarket
Turkbayragi M. G., DOĞU E., ALBAYRAK Y. E.
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
, vol.42, no.1, pp.213-225, 2022 (SCI-Expanded)
2021
2021Length of hospital stay prediction with an integrated approach of statistical-based fuzzy cognitive maps and artificial neural networks
DOĞU E., ALBAYRAK Y. E., Tuncay E.
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING
, vol.59, no.3, pp.483-496, 2021 (SCI-Expanded)
2021
2021THE VALIDITY OF THE SPESI SCORE IN MORTALITY PREDICTION AT FOUR-YEAR FOLLOW-UP OF PATIENTS WITH PULMONARY EMBOLISM AND AGED OVER 65 YEARS
Tuncay E., Kanmaz Z. D., Aras G., DOĞU E., Mandal T., Yenturk E., et al.
TURKISH JOURNAL OF GERIATRICS-TURK GERIATRI DERGISI
, vol.24, no.4, pp.585-598, 2021 (SCI-Expanded)
2020
2020Multidrug-resistant tuberculosis risk factors assessment with intuitionistic fuzzy cognitive maps
DOĞU E., ALBAYRAK Y. E., Tuncay E.
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
, vol.38, no.1, pp.1083-1095, 2020 (SCI-Expanded)
2020
2020An Integrated Decision Support System for Hospital Management: Statistical-Based Fuzzy Cognitive Maps
DOĞU E., ALBAYRAK Y. E., Tuncay E.
JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING
, vol.34, pp.527-552, 2020 (SCI-Expanded)
2018
2018Criteria evaluation for pricing decisions in strategic marketing management using an intuitionistic cognitive map approach
DOĞU E., ALBAYRAK Y. E.
SOFT COMPUTING
, vol.22, no.15, pp.4989-5005, 2018 (SCI-Expanded)
2014
2014Criteria Weighting and 4P's Planning in Marketing Using a Fuzzy Metric Distance and AHP Hybrid Method
GÜRBÜZ T., ALBAYRAK Y. E., Alaybeyoglu E.
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS
, vol.7, pp.94-104, 2014 (SCI-Expanded)
Articles Published in Other Journals
2021
2021Can survival in cancer patients be accurately predicted with the Palliative Performance Scale?
Gülfidan A., Seçik Arkın F., DOĞU E.
FAMILY PRACTICE AND PALLIATIVE CARE
, vol.6, no.1, pp.49-55, 2021 (Peer-Reviewed Journal)
2021
2021A Decision-Making Approach with Q-Rung Orthopair Fuzzy Sets: Orthopair Fuzzy TOPSIS Method
Doğu E.
Academic Platform Journal of Engineering and Science
, vol.9, no.1, pp.214-222, 2021 (Peer-Reviewed Journal)
2020
2020A Cognitive Mapping Approach for Evaluation of Success Indicators of IT Transformation Project
Göker Mutlu N., Dursun M., Doğu E.
Engineering World , vol.2, pp.96-99, 2020 (Peer-Reviewed Journal)
2020
2020Comparison of Artificial Neural Networks and Logistic Regression for 30-days Survival Prediction of Cancer Patients.
Arkin F., Aras G., Dogu E.
Acta informatica medica : AIM : journal of the Society for Medical Informatics of Bosnia & Herzegovina : casopis Drustva za medicinsku informatiku BiH
, vol.28, pp.108-113, 2020 (Scopus)
Refereed Congress / Symposium Publications in Proceedings
2021
2021Predicting Intensive Care Unit (ICU) Requirement in COVID- 19 with Artificial Neural Network
Çotoy Y., Doğu E., Albayrak Y. E.
11th International Symposium on Intelligent Manufacturing and Service Systems - IMSS'21, Sakarya, Turkey, 27 - 29 May 2021, pp.456-465
2019
2019Artificial Intelligence Based Prediction Models
Türkbayrağı M. G., DOĞU E., ALBAYRAK Y. E.
10th International Symposium on Intelligent Manufacturing and Service Systems, Sakarya, Turkey, 9 - 11 September 2019, pp.1338-1350
2018
2018Warehouse Supply Chain Management in Healthcare
DOĞU E., ALBAYRAK Y. E., GÖKER N.
LMSCM 2018, 18 - 20 October 2018
2018
2018A Computational-Intelligence Based Approach to Diagnosis of Diabetes Mellitus Disease
DOĞU E., ALBAYRAK Y. E.
13th International Conference on Application of Fuzzy Systems and Soft Computing (ICAFS), Warszawa, Poland, 27 - 28 August 2018, vol.896, pp.154-159
2018
2018Tüberküloz Hastalığında Direnç Gelişimine Sebep Olan Faktörlerin Sezgisel Bulanık Bilişsel Haritalama ile Değerlendirilmesi
DOĞU E., ALBAYRAK Y. E.
38. Yöneylem Araştırması ve Endüstri Mühendisliği Ulusal Kongresi (YAEM 2018), Eskişehir, Turkey, 26 - 29 June 2018
2018
2018Intuitionistic fuzzy decision making: Multi-drug resistant tuberculosis risk assessment
DOĞU E., ALBAYRAK Y. E.
13th International Conference on Fuzzy Logic and Intelligent Technologies in Nuclear Science (FLINS), Belfast, United Kingdom, 21 - 24 August 2018, vol.11, pp.1357-1363
2017
2017Construction of Intuitionistic Fuzzy Cognitive Maps for Target Marketing Strategy Decisions
DOĞU E., GÜRBÜZ T., ALBAYRAK Y. E.
10th Conference of the European-Society-for-Fuzzy-Logic-and-Technology (EUSFLAT) / 16th International Workshop on Intuitionistic Fuzzy Sets and Generalized Nets (IWIFSGN), Warszawa, Poland, 11 - 15 September 2017, vol.641, pp.620-630
2017
2017Facility Location Selection Employing Fuzzy DEA and Fuzzy Goal Programming Techniques
CEDOLİN M., GÖKER N., DOĞU E., ALBAYRAK Y. E.
10th Conference of the European-Society-for-Fuzzy-Logic-and-Technology (EUSFLAT) / 16th International Workshop on Intuitionistic Fuzzy Sets and Generalized Nets (IWIFSGN), Warszawa, Poland, 11 - 15 September 2017, vol.641, pp.466-476
2017
2017A Comparative Study on Breast Cancer Risk Factors Assessment
GÜRBÜZ T., DOĞU E., ALBAYRAK Y. E.
21st Conference of the International Federation of Operational Research Societies (IFORS 2017), Quebec City, Canada, 17 - 21 July 2017
2017
2017Evaluation of Customer Satisfaction Factors in Housing Industry and Selection of the Best Project Using AHP and TOPSIS
CEDOLİN M., DOĞU E., ALBAYRAK Y. E.
5th International Conference on Advanced Technology Sciences (ICAT’xx 2017), İstanbul, Turkey, 9 - 12 May 2017, pp.83-88
2017
2017Hospital Performance Evaluation, A Fuzzy Data Envelopment Analysis Approach
DOĞU E., CEDOLİN M., ALBAYRAK Y. E.
5th International Conference on Advanced Technology Sciences (ICAT’xx 2017), İstanbul, Turkey, 9 - 12 May 2017, pp.89-94
2016
2016Evaluating Sustainable City Logistic Solutions Using Intuitionistic Fuzzy Linear Programming
DOĞU E., ALBAYRAK Y. E.
14th International Logistics and Supply Chain Congess (LM-SCM 2016), İzmir, Turkey, 1 - 02 December 2016
2016
2016A NOVEL APPROACH FOR CRITERIA EVALUATION IN STRATEGIC MARKETING MANAGEMENT: INTUITIONISTIC COGNITIVE MAP
DOĞU E., ALBAYRAK Y. E.
12th International Conference on Fuzzy Logic and Intelligent Technologies in Nuclear Science (FLINS), Roubaix, France, 24 - 26 August 2016, vol.10, pp.826-831
2013
2013Pricing Strategy Selection Using Fuzzy Linear Programming
DOĞU E., ALBAYRAK Y. E.
ICIESM 2013: International Conference on Industrial Engineering and Systems Management, BARSELONA, Spain, 14 - 15 October 2013, vol.7, pp.871-877
2013
2013Marketing Strategy Selection in New Product Development using Fuzzy Linear Programming
DOĞU E., ALBAYRAK Y. E., GÜRBÜZ T.
6th International Colloquium on Business Management (ICBM), Bangkok, Thailand, 19 - 22 August 2013
2012
2012Criteria Weighing and 4 P Planning in Marketing Using A Fuzzy Metric Distance and AHP Hybrid Method
GÜRBÜZ T., ALBAYRAK Y. E., DOĞU E.
10th International FLINS Conference on Uncertainty Modeling in Knowledge Engineering and Decision Making (FLINS 2012), İstanbul, Turkey, 27 August 2012
2012
2012CRITERIA WEIGHING AND 4P'S PLANNING IN MARKETING USING A FUZZY METRIC DISTANCE AND AHP HYBRID METHOD
GÜRBÜZ T., ALBAYRAK Y. E., Alaybeyoglu E.
10th International Conference on Fuzzy Logic and Intelligent Technologies in Nuclear Science (FLINS), İstanbul, Turkey, 26 - 29 August 2012, vol.7, pp.255-260
2012
2012Criteria Weighting and 4-P Planning in Marketing Using Analytic Network Process
Alaybeyoglu E., ALBAYRAK Y. E., GÜRBÜZ T.
International MultiConference of Engineers and Computer Scientists (IMECS 2012), Hong Kong, PEOPLES R CHINA, 14 - 16 March 2012, pp.1240-1243
2011
2011Yeni Ürün Geliştirme Sürecinde Pazarlama Stratejisi Seçimi Hibrid Çok Kriterli Karar Verme Modeli Önerisi
DOĞU E., ALBAYRAK Y. E., GÜRBÜZ T.
Yöneylem Araştırması ve Endüstri Mühendisliği 31. Ulusal Kongresi, Sakarya, Turkey, 5 - 07 July 2011, pp.180
Books & Book Chapters
2018
2018Construction of intuitionistic fuzzy cognitive maps for target marketing strategy decisions
DOĞU E., GÜRBÜZ T., ALBAYRAK Y. E.
in: Advances in Intelligent Systems and Computing, , Editor, Springer Verlag, pp.620-630, 2018
2018
2018Facility location selection employing fuzzy DEA and fuzzy goal programming techniques
CEDOLİN M., GÖKER N., DOĞU E., ALBAYRAK Y. E.
in: Advances in Intelligent Systems and Computing, , Editor, Springer Verlag, pp.466-476, 2018
Supported Projects
2020 - 2022
2020 - 2022Sağlık hizmetlerinde Yapay Zeka Sinir Ağları ve Makine Öğrenimi Uygulamaları
Project Supported by Higher Education Institutions
ALBAYRAK Y. E. (Executive), DURSUN M., DOĞU E., GÖKER MUTLU N., KOP NASKALİ Y.
2019 - 2022
2019 - 2022KARAR ANALİZİNDE BULANIK VE SEZGİSEL YAKLAŞIMLARIN SEKTÖREL UYGULAMALARI
Project Supported by Higher Education Institutions
DOĞU E. (Executive), DURSUN M., GÖKER MUTLU N., ALBAYRAK Y. E.
Awards
May 2017
May 2017Best Presenter Award
International Conference On Advanced Technology Sciences
March 2012
March 2012