Education
2021 - 2025
2021 - 2025Doctorate
İstanbul University-Cerrahpaşa, Institute of Graduate Education, Department of Industrial Engineering, Turkey
2017 - 2021
2017 - 2021Postgraduate
İstanbul University-Cerrahpaşa, Institute of Graduate Education, Department of Industrial Engineering, Turkey
2012 - 2016
2012 - 2016Undergraduate
Istanbul University, Mühendislik Fakültesi, Endüstri Mühendisliği Bölümü, Turkey
Dissertations
2025
2025Doctorate
Federated learning-based uroflowmetry pattern classification and home health services integrated decision support model
İstanbul University-Cerrahpaşa, Institute of Graduate Education, Department of Industrial Engineering
2021
2021Postgraduate
Türkiye ve AB ülkelerinde elektrik üretimindeki malzeme ayak izlerinin tahmini için bir derin öğrenme modeli
İstanbul University-Cerrahpaşa, Institute of Graduate Education, Department of Industrial Engineering
Foreign Languages
C1 Advanced
C1 AdvancedEnglish
Research Areas
Avesis Research Areas:
Computer Sciences, Database and Data Structures, Artificial Intelligence, Computer Learning and Pattern Recognition, Evolutionary Computing, Neural Networks, Programming Languages, Industrial Engineering, Stochastic Modeling, Stochastic Processes, Optimization Theory and Methods, Engineering and Technology
WoS Research Areas:
Energy & Fuels, Engineering Computing & Technology (Eng), Computer Science, Engineering, Computer Science Artificial Intelligence, Engineering Industrial
Scopus Research Areas:
General Energy, General Computer Science, General Engineering, Artificial Intelligence
Research Areas Based on Academic Activities
Avesis Research Areas
WoS Research Areas
Scopus Research Areas
Academic Positions
2026 - Present
2026 - PresentAssistant Professor
İstanbul University-Cerrahpaşa, Faculty Of Engineering, Department Of Industrial Engineering
2025 - 2026
2025 - 2026Research Assistant PhD
İstanbul University-Cerrahpaşa, Faculty Of Engineering, Department Of Industrial Engineering
2018 - 2025
2018 - 2025Research Assistant
İstanbul University-Cerrahpaşa, Faculty of Engineering, Department of Industrial Engineering
Managerial Experience
2023 - Present
2023 - PresentAdaptation/Exemption Committee Member
İstanbul University-Cerrahpaşa, Faculty of Engineering, Department of Industrial Engineering
2018 - 2024
2018 - 2024Internship Committee Member
İstanbul University-Cerrahpaşa, Faculty of Engineering, Department of Industrial Engineering
Articles
All (9)
SCI-E, SSCI, AHCI (6)
SCI-E, SSCI, AHCI, ESCI (6)
Scopus (6)
TRDizin (3)
2026
20261. Real-Time Forecast of BIST100 Index Under Market Volatility and Uncertainty
Akturk Z., Kılıç E., Algorabi Ö., Ulu M., Türkan Y. S., Namlı E.
COMPUTATIONAL ECONOMICS
, vol.67, no.4, pp.3249-3274, 2026 (SCI-Expanded, SSCI, Scopus)
2026
20262. Comparative analysis of material footprints in electricity generation of deep learning-based prediction model and energy development scenarios
Algorabi Ö., Namlı E., Ünlü R., Aktoğ M. A., Kocakaya M. N., Çelik Y.
ENERGY & ENVIRONMENT , vol.0, no.0, pp.1-29, 2026 (SSCI, Scopus)
2025
20253. Artificial Intelligence-Based Analysis of Uroflowmetry Patterns in Children: A Machine Learning Perspective
Arslan F., Algorabi Ö., Ozkan O. C., Turkan Y. S., Namli E., Genc Y. E., et al.
NEUROUROLOGY AND URODYNAMICS
, vol.44, no.8, pp.1575-1582, 2025 (SCI-Expanded, Scopus)
2025
20254. Hyperparameter-Optimized RNN, LSTM, and GRU Models for Airline Stock Price Prediction: A Comparative Study on THYAO and PGSUS
Sezgin F. H., Algorabi Ö., Sart G., Güler M.
SYMMETRY
, vol.17, no.11, pp.1-19, 2025 (SCI-Expanded, Scopus)
2025
20255. Selection of the central composting facility for organic wastes through the Bayesian best worst method and Geographic information system incorporation: The case of Istanbul
Güler M., Samastı M., Yücesan M., Gül M., Çelik E., Ciner M. N., et al.
ENGINEERING SCIENCE AND TECHNOLOGY, AN INTERNATIONAL JOURNAL
, vol.70, pp.1-11, 2025 (SCI-Expanded, Scopus)
2025
20256. Breast Cancer Classification with Various Optimized Deep Learning Methods
Güler M., Sart G., Algorabi Ö., Adıgüzel Tüylü A. N., Türkan Y. S.
DIAGNOSTICS , vol.15, no.14, pp.1-22, 2025 (SCI-Expanded, Scopus)
2024
20247. A Bibliometric Analysis on Federated Learning
Algorabi Ö., Türkan Y. S., Ulu M., Namlı E.
Journal of advanced research in natural and applied sciences (Online) , vol.10, no.4, pp.875-898, 2024 (TRDizin)
2024
20248. Kampüs içi ring seferi gerçekleştirecek servis filosunun tamsayılı bir programlama modeli ile optimizasyonu
Algorabi Ö., Türkan Y. S., Foroumandı A.
Akıllı Ulaşım Sistemleri ve Uygulamaları Dergisi (Online) , vol.7, no.1, pp.43-55, 2024 (TRDizin)
Papers Presented at Peer-Reviewed Scientific Conferences
2025
20251. Federated Learning-Based Churn Prediction: Enhancing Economic Value through Privacy-Preserving AI
Algorabi Ö., Güler M.
25th SCF International Conference, Antalya, Turkey, 9 - 12 October 2025, pp.21-28, (Full Text)
2025
20252. Comparative Analysis of CNN Architectures in a Federated Learning Environment for Skin Lesion Diagnosis
Algorabi Ö., Altay Y.
13th International Symposium on Intelligent Manufacturing and Service Systems (IMSS'25), Düzce, Düzce, Turkey, 25 - 27 September 2025, pp.52-62, (Full Text)
2025
20253. Archimedes Optimization-Driven CNN in Federated Settings: A Case Study on Thyroid Disease Diagnosis
Algorabi Ö., Paksoy A.
13th International Symposium on Intelligent Manufacturing and Service Systems (IMSS'25), Düzce, Turkey, 25 - 27 September 2025, pp.43-51, (Full Text)
2025
20254. Evaluation of CNN and Pre-trained Models in Image-Based PV Panel Defect Detection
İlbaş İ. N., Algorabi Ö.
The International Symposium for Production Research 2025 (ISPR2025), İstanbul, Turkey, 9 - 11 October 2025, pp.1-8, (Full Text)
2025
20255. Deep Learning Models Optimized by Archimedes Optimization Algorithm for Sustainable Household Energy Forecasting in the Digital Era
Algorabi Ö., Güler M.
23rd SCF International Conference, İstanbul, Turkey, 17 - 18 April 2025, pp.21-28, (Full Text)
2019
20196. A Machine learning based forecasting model for real time electricity markets in Turkey
ÜNLÜ R., NAMLI E., ALGORABİ Ö.
5TH INTERNATIONAL ENGINEERING SCIENCES CONFERENCE, Ankara, Turkey, 19 September 2019, pp.42, (Full Text)
2019
20197. A comprehensive energy supply forecasting model: comparison between Turkey and EU Countries
ALGORABİ Ö., NAMLI E., ÜNLÜ R.
10th International Symposium on Intelligent Manufacturing and Service Systems, Sakarya, Turkey, 9 - 11 September 2019, pp.373-380, (Full Text)
Books
2026
20261. ECONOMIC IMPLICATIONS OF FEDERATED LEARNING IN SMART CITY GOVERNANCE: A CASE STUDY IN HEALTHCARE SYSTEMS
Algorabi Ö.
in: Educational, Economic, and Social Implications of Artificial Intelligence, Gamze Sart,Yilmaz Bayar,Funda Hatice Sezgin, Editor, Cambridge University Press, Cambridge (MA), USA , Cambridge, pp.229-250, 2026
2025
20252. Federe Öğrenme ile Üroflovmetri Sınıflandırması ve Karar Destek Yaklaşımı
Algorabi Ö.
İksad Yayınevi, Adıyaman, 2025
2025
20253. Türkiye ve AB’de Elektrik Üretiminin Malzeme Ayak İzi Analizi: Derin Öğrenme Yaklaşımı
Algorabi Ö.
İksad Yayınevi, Adıyaman, 2025
2025
20254. BIBLIOMETRIC MAPPING OF FEDERATED LEARNING AND ENERGY EFFICIENCY: AN ANALYSIS OF APPLICATIONS AND OPTIMIZATION TRENDS DURING 2020–2024
Algorabi Ö.
in: New Approaches in Science and Engineering 2025, Assoc. Prof. Dr. Serap ÇEKLİ,Assoc. Prof. Dr. Uğur ODABAŞI, Editor, Artikel Akademi, İstanbul, pp.185-206, 2025
2025
20255. Deep Learning-Based Long-Term Electricity Generation Forecasting and Carbon Intensity Scenario Analysis: The Case for Great Britain
Algorabi Ö.
in: Achieving the Sustainable Development Goals Through Green Innovation, Gamze Sart,Yilmaz Bayar,Funda H. Sezgin, Editor, IGI Global yayınevi, Pennsylvania, pp.219-246, 2025
2025
20256. Assessing the Effects on General Government Health Expenditures With Machine Learning-Based Causality Analysis
Altay Y., Algorabi Ö., Paksoy A.
in: AI Deployment and Adoption in Public Administration and Organizations, Gamze Sart,Funda Hatice Sezgin, Editor, IGI Global yayınevi, Pennsylvania, pp.289-314, 2025
2024
20247. İşletmeler için Makine Öğrenme Uygulamalarında Güvenli Liman: Federe Öğrenme
Kıvanç U. C., Türkan Y. S., Algorabi Ö.
in: Geleceği Yönetmek 21. Yüzyılın Yönetim Yaklaşımları , Şule Darıcan, Editor, Nobel Yayın Dağıtım, Ankara, pp.43-70, 2024
Funded Projects
2026 - 2027
2026 - 2027Konutların Fiziksel Ve Islevsel Durumlarının Derin Ögrenme Tabanlı Modellerle Gerçek Zamanlı Görsel Degerlendirmesi Ve Puanlanması
TUBITAK Project , 1505 - University-Industry Cooperation Support Program
Bahçekapılı C.(Executive), Demir Ö., Yıldız K., Aktaş A., Algorabi Ö.
2025 - 2026
2025 - 2026HiriGames İşe Alım Oyunlaştırma Platformu
Project Supported by Other Private Institutions
Algorabi Ö. (Executive)
2019 - 2021
2019 - 2021Türkiye ve AB ülkelerinde elektrik üretimindeki malzeme ayak izlerinin tahmini için bir derin öğrenme modeli
Project Supported by Higher Education Institutions , BAP MSc
NAMLI E. (Executive), ALGORABİ Ö., ÜNLÜ R.