Gülfem Işıklar Alptekin is professor in Computer Engineering Department of Galatasaray University, İstanbul, Turkey. Her research areas include machine learning applications, software engineering, smart cities and technologies, and decision analysis.

Welcome

Postal address: Galatasaray Üniversitesi, Bilgisayar Müh., Çırağan Cad. No: 36, 34357, Ortaköy İSTANBUL

Tel: +90 (212) 2274480 / 1453

Fax: +90 (212) 2595557

E-mail: gisiklar at gsu.edu.tr, gulfem at gmail.com

Contact

High School: Ankara Özel Tevfik Fikret Lisesi, graduated in 1997
B.S.: Galatasaray University, Computer Engineering, graduated in 2001
B.S.: Anadolu University, International Relations Department, graduated in 2022
M.S.: Galatasaray Universty, Industrial Engineering, graduated in 2003
Ph.D.: Boğaziçi University, Computer Engineering, graduated in 2010

Education

Galatasaray University, Computer Engineering, Research Assistant, 2001 – 2010.

Galatasaray University, Computer Engineering, Assistant Professor, 2010 – 2017.

Galatasaray University, Computer Engineering, Associate Professor, 2017 – 2024.

Galatasaray University, Computer Engineering, Professor, 2024 – …

Université Claude Bernard Lyon 1, le Laboratoire d’InfoRmatique en Image et Systèmes d’Information (LIRIS), Visiting Professor, January- February 2018.

TÜBİTAK BILTEG – Bulut Bilişim Çağrı Programı, Danışma Kurulu Üyeliği, Ocak 2020 – Ocak 2023.

Galatasaray University, Computer Engineering, Head of Department, September 2022 – March 2023.

TÜBİTAK TEYDEB – ÖNDEG (Öncelikli Teknoloji Alanları Destekleme Grubu), Yönetim Kurulu Üyeliği, Mayıs 2023 – …

Galatasaray University, Graduate School of Science and Engineering, Assistant Director, June 2023 – …

Galatasaray University, Computer Engineering, Head of Department, November 2024 – …

 

Professional Experience

Journal Papers

  1. A. Sarı, G. Işıklar Alptekin, A. Tosun, 2026, “A Systematic Mapping Study on Developer Profile Modeling in Software Engineering”, accepted for publication in IEEE Access, 10.1109/ACCESS.2026.3696198.
  2. A. Arslan, K. Tecimer, H. Turgut, Ö. Bali, A. Yücel, G. Işıklar Alptekin, G.K. Orman, 2024, “A Comprehensive Framework for Measuring the Immediate Impact of TV Advertisements: TV-Impact”, Entropy, 26(2) 109, doi: 10.3390/e26020109.
  3. S. Ö. Bursa, Ö. Durmaz Incel, G. Işıklar Alptekin, 2023, “Personalized Human Activity Recognition with Transfer Learning and Compressed Deep Learning Models on Motion Sensors Data”, Computers and Electrical Engineering, Vol.109, Part A, doi: 10.1016/j.compeleceng.2023.108777.
  4. S. Ö. Bursa, Ö. Durmaz Incel, G. Işıklar Alptekin, 2023, “Building Lightweight Deep Learning Models with TensorFlow Lite for Human Activity Recognition on Mobile Devices”, Annals of Telecommunications, vol. 78, pp. 687-702, doi:10.1007/s12243-023-00962-x.
  5. Ö.Durmaz İncel, S. Günay, Y. Akan, Y. Barlas, O.E. Başar, G. Işıklar Alptekin, M. İşbilen, 2021, “DAKOTA: Sensor and Touch Screen-Based Continuous Authentication on a Mobile Banking Application”, IEEE Access, 9, pp. 1-18, doi: 10.1109/ACCESS.2021.3063424.
  6. A. Sarı, A. Tosun, G. Işıklar Alptekin, 2019, “A Systematic Literature Review on Crowdsourcing in Software Engineering”, Journal of Systems and Software, (153), pp. 200-219.
  7. S.E. Alptekin, G. Işıklar Alptekin, 2018, “A Fuzzy Quality Function Deployment Approach for Differentiating Cloud Products”, International Journal of Computational Intelligence Systems (11) 1, pp. 1041-1055.
  8. G. Işıklar Alptekin, 2015, “Strategic pricing model based on genetic algorithm: The case of electronic publishing market”, Journal of Intelligent & Fuzzy Systems, 29(4), 1551-1564.
  9. T. Gürbüz, S.E. Alptekin, G. Işıklar Alptekin, 2012, “A hybrid MCDM methodology for ERP selection problem with interacting criteria”, Decision Support Systems 54 (1), 206-214. 
  10. G. Işıklar Alptekin, A.B. Bener, 2011, “Spectrum trading in cognitive radio networks with strict transmission power control”, European Transactions on Telecommunications, 22, 282-295.
  11. G. Işıklar Alptekin, G. Büyüközkan, 2011, “An integrated case-based reasoning and MCDM system for Web-based tourism destination planning”, Expert Systems with Applications, 38(3), pp. 2125-2132.
  12. Y. Kastro, G. Işıklar, A.B. Bener, 2010, “Resource allocation in cellular networks based on marketing preferences”, Wireless Networks, 16 (1), pp. 27-38.
  13. G. Işıklar Alptekin, A.B. Bener, 2010, “Customer-oriented resource allocation framework in cognitive radio networks”, Computers & Industrial Engineering, 58 (3), pp. 401-410.
  14. G. Işıklar, S.E. Alptekin and G. Büyüközkan, 2007, “Applications of a hybrid intelligent decision support model in logistics outsourcing”, Computers & Operations Research, 34 (12), pp. 3701-3714.
  15. G. Işıklar and G. Büyüközkan, 2007, “Using a multi-criteria decision making approach to evaluate mobile phone alternatives”, Computer Standards & Interfaces, 29(2), pp. 265-274.
  16. G. Büyüközkan, M.Ş. Ersoy and G. Işıklar, 2005, “An intelligent decision making system to support e-service management”, Lecture Notes in Artificial Intelligence (AI 2005, LNAI 3809), S. Zhang and R. Javis (Eds.), Springer-Verlag Berlin Heidelberg, pp. 1154-1157.

Book Chapter:

  1. T. Gönül, Ö.D. Incel, G. Işıklar Alptekin, 2022, Human Activity Recognition with Smart Watches Using Federated Learning. In: Kahraman, C., Tolga, A.C., Cevik Onar, S., Cebi, S., Oztaysi, B., Sari, I.U. (eds) Intelligent and Fuzzy Systems. INFUS 2022. Lecture Notes in Networks and Systems, vol 505. Springer, Cham. https://doi.org/10.1007/978-3-031-09176-6_9

Peer-reviewed Journal Papers:

  1. A. Arslan, T.D. Yetki, A. Yücel, H. Turgut, Ö. Bali, G. Işıklar Alptekin, G.K. Orman, 2026, “Feature Extraction for Real Estate Images and Titles with LLMs”, Sakarya University Journal of Computer and Information Sciences, 9 (3), 690-699. https://doi.org/10.35377/saucis…1829206.
  2. U. Bozdoğan, G. Işıklar Alptekin, 2025, “Online Gıda Perakende Sektöründe Talep Tahmin Analizi”, Dicle Üniversitesi Mühendislik Fakültesi Mühendislik Dergisi, 16 (2), 273-285.
  3. M.A. Asar, G. Işıklar Alptekin, G.K. Orman, 2025, “The Short-Term Effect of TV Advertisements on Digital Traffic / TV Reklamlarının Dijital Trafik Üzerindeki Kısa Vadeli Etkisi”, Erciyes İletişim Dergisi, 12 (1), 53-66. https://doi.org/10.17680/erciyesiletisim.1534189
  4. Ö. Arifoğulları, G. Işıklar Alptekin, G.K. Orman, 2025, “Enhancing Hotel Recommendations through Feature-based Clustering”, Bilecik Şeyh Edebali Üniversitesi Fen Bilimleri Dergisi, 12 (1), 233-241.
  5. M. Ünal, G. Işıklar Alptekin, 2023, “Using Multi-Criteria Decision-Making for Smart City Evaluation and Ranking”, Kent Akademisi, Cilt:16, Sayı:4, 2538-2552.
  6. P. Kartal, G. Işıklar Alptekin, 2023, “Türk Ceza Hukukunda Bilişim Sistemine Girme Suçuna İlişkin Değerlendirmeler”, Marmara Üniversitesi Hukuk Fakültesi Hukuk Araştırmaları Dergisi, Cilt: 29, Sayı: 1.
  7. M. Asil, G. Işıklar Alptekin, 2022, “Pırlanta fiyat tahmini için regresyon modellerinin karşılaştırmalı analizi”, Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi, 11(4), 838-845.

International Conference Papers:

  1. S. N. Bayrak, G. Işıklar Alptekin, G.K. Orman, A. Arslan, 2025, “Analyzing the Impact of Visual and Listing Features in Real Estate Listings”, International Conference on Computational Science and Its Applications (ICCSA 2025), LNCS 15886, 274-285, https://doi.org/10.1007/978-3-031-97576-9_18, Istanbul.
  2. Z.C. Bayram, G. Işıklar Alptekin, 2025, “Manual or Automated? A UI Testing Comparison”, Eurasian Conference on Science, Engineering and Technology, Ankara.
  3. N.U. Sürmeli, G. Işıklar Alptekin, 2025, “Modeling the Relationship Between Traffic Intensity and Urban Air Pollution with LSTM Networks“, In: Arai, K. (eds) Intelligent Systems and Applications. IntelliSys 2025, Lecture Notes in Networks and Systems, vol 1567. Springer, Cham. https://doi.org/10.1007/978-3-032-00071-2_4, pp 66–83, Amsterdam.
  4. A. Sarı, A. Tosun, G. Işıklar Alptekin, 2025, “Identifying Testing Behaviour in Open Source Projects: A Case Analysis for Apache Spark”, 20th International Conference on Evaluation of Novel Approaches to Software Engineering (ENASE 2025), pp. 268-279,  doi: 10.5220/0013441300003928, Porto.
  5. D. Akbaş, T. Gürbüz, G. Işıklar Alptekin, 2024, “Smart Street Lighting Systems for Sustainable Smart Cities: A Conceptual Framework”, IEEE Sustainable Smart Lighting World Conference & Expo (LS24), pp. 1-4, doi: 10.1109/LS2463127.2024.10881851, Eindhoven.
  6. Ö. Akalın, G. Işıklar Alptekin, 2024, “Enhancing Airbnb Price Predictions with Location-Based Data: A Case Study of Istanbul”, Proceedings of 19th Conference on Computer Science and Intelligence Systems (FedCSIS), M. Ganzha, L. Maciaszek, M. Paprzycki, D. Ślęzak (eds). ACSIS, Vol. 39, pp. 207–212, Belgrade.
  7. U. Bozdoğan, G. Işıklar Alptekin, 2023, “Demand Forecasting for Daily Retail Orders in Fresh Food Market”, 4th International Informatics and Software Engineering Conference (IISEC), pp. 1-5, doi: 10.1109/IISEC59749.2023.10391047, Ankara.
  8. D. Akburak, T. Gürbüz. G. Işıklar Alptekin, 2023, “Review of Sustainable Smart City Assessment Models’ KPIs”, IEEE International Smart Cities Conference (ISC2 2023), pp. 1-7, doi: 10.1109/ISC257844.2023.10293681, Bucharest.
  9. U. Uslu, Ö.D. İncel, G. Işıklar Alptekin, 2023, “Evaluation of Deep Learning Models for Continuous Authentication Using Behavioral Biometrics”, 27th International Conference on Knowledge Based and Intelligent Information and Engineering Systems (KES2023), Procedia Computer Science, vol.225, pp.1272-1281, doi: 10.1016/j.procs.2023.10.115, Athens.
  10. M. Arslan, G. Işıklar Alptekin, 2023, “Recommendation System Algorithms for Different Sizes of Datasets”, International Conference on Engineering, Transport, IT and Artificial Intelligence in Vienna (IAC-ETITAI 2023).
  11. E. Uçar Keleş, G. Işıklar Alptekin, 2023, “Evaluation of the digitalization efficiency of countries using Data Envelopment Analysis”, Smart Cities Symposium Prague (SCSP), Prague, Czech Republic, pp. 1-5, doi: 10.1109/SCSP58044.2023.10146126.
  12. Ö. Arifoğulları, G. Işıklar Alptekin, 2022, “Public Transportation Data Analysis to Estimate Road Status in Metropolitan Areas: The Case of İstanbul”, Procedia Computer Science (13th International Conference on Emerging Ubiquitous Systems and Pervasive Networks – EUSPN) 210, pp. 12-18, doi: 10.1016/j.procs.2022.10.114.
  13. S.Ö. Bursa, Ö. Durmaz İncel, G.Işıklar Alptekin, 2022, “Transforming Deep Learning Models for Resource-Efficient Activity Recognition on Mobile Devices”, 5th Conference on Cloud and Internet of Things (IEEE CIoT 2022), Marrakech, pp. 83-89, doi: 10.1109/CIoT53061.2022.9766512.
  14. E. Demir, G. Işıklar Alptekin, Ö. Durmaz İncel, 2022, “Financial Applications of Graph Neural Networks: A Review”, International Conference of Technology Analysis, Fintech and Financial Services (TAFFS 2022), Kalkota.
  15. Y. Barlas, O.E. Başar, Y. Akan, M. İşbilen, G.I. Alptekin, Ö.D. İncel, 2020, “DAKOTA: Continuous Authentication with Behavioral Biometrics in a Mobile Banking Application”, 5. Uluslararası Bilgisayar Bilimleri ve Mühendisliği Konferansı (UBMK 2020).
  16. S. Akınlı Koçak, G. Işıklar Alptekin, 2019, “A Utility Model for Designing Environmentally Sustainable Software”, 8th International Workshop on Requirements Engineering for Sustainable Systems (RE4SuSy), Jeiju, South Korea.
  17. N. Karakaya, G. Işıklar Alptekin, Ö. Durmaz İncel, 2019, “Using behavioral biometric sensors of mobile phones for user authentication”, Procedia Computer Science (Proceedings of the 23rd International Conference on Knowledge-Based and Intelligent Information & Engineering Systems – KES 2019), Vol. 159, pp. 475-484.
  18. H. C. Volaka, Ö. Durmaz İncel, G. Işıklar Alptekin, 2019, “Towards Continuous Authentication on Mobile Phones using Deep Learning Models”, Procedia Computer Science (Proceedings of the 16th International Conference on Mobile Systems and Pervasive Computing – MobiSPC 2019), Vol. 155, pp. 177-184.
  19. O. E. Başar, G. Işıklar Alptekin, H. C. Volaka, M. İşbilen, Ö. Durmaz İncel, 2019, “Resource Usage Analysis of a Mobile Banking Application using Sensor-and-Touchscreen-Based Continuous Authentication”, Procedia Computer Science (Proceedings of the 16th International Conference on Mobile Systems and Pervasive Computing – MobiSPC 2019), Vol. 155, pp. 185-192.
  20. E. Alptekin, G. Işıklar Alptekin, 2018, “A Framework for Customer-Oriented IoT Product Design”, 2018 2nd European Conference on Electrical Engineering and Computer Science (EECS), pp. 260-265, doi: 10.1109/EECS.2018.00056.
  21. S. Akınlı Koçak, G. Işıklar Alptekin, A. Miranskyy, A. Başar Bener, Enzo Cialini, 2018, “An Empirical Evaluation of Database Software Features on Energy Consumption”, EPiC Series in Computing, Vol. 52 (ICT4S2018. 5th International Conference on Information and Communication Technology for Sustainability) (Best 4th paper), Toronto, pp. 1-19.
  22. Hayri Acar, Hind Benfenatki, Jean-Patrick Gelas, Catarina Ferreira Da Silva, Gulfem I. Alptekin, Nabila Benharkat, Parisa Ghodous, 2018, “Software Greenability: A Case Study of Cloud-based Business Applications Provisioning”, IEEE CLOUD 2018, San Francisco, pp. 875-878.
  23. Aslı Sarı, G. Işıklar Alptekin, 2017, “A Reward Determination Framework for Crowdsourcing”, Conference of the International Federation of Operational Research Societies, Quebec City.
  24. D. Erışık, A. Karaman, G. Işıklar Alptekin, Ö. Durmaz İncel, 2016, “An Accurate Tagging Algorithm in Augmented Reality for Mobile Device Screens”, International Journal of Computers, International Conference on Data Networks, Communications, Computers (DNCOCO’16) Vol. 1,  Bern, 271-277.
  25. E. Çalışır, G. Işıklar Alptekin, B.A. Özgövde, “A Code Offloading Framework for Mobile Cloud Computing: ICEMobile”, The Fifth International Conference on Communications, Computation, Networks and Technologies (INNOV 2016), 2016, Roma, 40-46.
  26. A. Karaman, D. Erışık, Ö. Durmaz Incel, G. Işıklar Alptekin, “Resource Usage Analysis of a Sensor-Based Mobile Augmented Reality Application”, Procedia Computer Science (7th International Conference on Ambient Systems, Networks and Technologies – ANT-2016), 83, 2016, 300-304.
  27. H. Acar, G. Işıklar Alptekin, J.P. Gelas, P. Ghodous, “TEEC: Improving Power Consumption Estimation of Software”, EnviroInfo 2016 – 5th Workshop on Energy Aware Software-Engineering and Development, Berlin, 2016.
  28. O. Kartal, G. Işıklar Alptekin, “Evaluating the energy efficiency of IT systems using multi-criteria decision making approach”, Multidisciplinary Academic Conference in Prague (MAC-EMM), 2015, Prag.
  29. H. Acar, G. Işıklar Alptekin, J.P. Gelas, P. Ghodous, “Towards a Green and Sustainable Software”, 22nd ISPE Concurrent Engineering Conference (CE2015), Delft, 2015.
  30. G. Işıklar Alptekin, 2015, “A Resource Trading Framework for Cloudlets”, World Congress on Engineering and Computer Science – WCECS 2015, pp. 743-747. (Certificate of Merit)
  31. S.A. Koçak, G. Işıklar Alptekin, A. Bener, 2014, “Evaluation of Software Product Quality Attributes and Environmental Attributes using ANP Decision Framework”, International Workshop on Requirements Engineering for Sustainable Systems (RE4SuSy), Karlskona, Sweden, 1216, pp. 37-44.
  32. S.E. Alptekin, G. Işıklar Alptekin, 2014, “Design of Customer-Oriented Cloud Products”,  World Congress on Engineering and Computer Science (WCECS 2014), Vol. II, pp. 724-729.
  33. S.A. Koçak, G.C. Gonzales, G. Işıklar Alptekin, A. Bener, 2013, “Requirements Prioritization Framework for developing Green and Sustainable Software using ANP-based Decision Making”, Enviroinfo Conference, Hamburg, pp. 327-335.
  34. N. Yılmaz, G. Işıklar Alptekin, 2013, “The Effect of Clustering in the Apriori Data Mining Algorithm: A Case Study”, Proceedings of the International Conference of Data Mining and Knowledge Engineering 2013, vol. 3, London, pp. 1611-1616. (Best Student Paper)
  35. N. Yılmaz, G. Işıklar Alptekin, 2013, “An Ontology-based Data Mining Approach for Strategic Marketing Decisions”, Proceedings of the WMSCI 2013, Vol. I, pp. 135-140.
  36. S.A. Koçak, A. Miransky, G. Işıklar Alptekin, A.B. Bener, E. Cialini, 2013, “The Impact of Improving Software Functionality on Environmental Sustainability”, Proceedings of the Information and Communication Technologies for Sustainability Conference (ICT4S), Zurich, pp.95-100.
  37. G. Işıklar Alptekin, A.B. Bener, 2011, “The impact of power management to spectrum trading”, Proceedings of the IFIP/IEEE IM 2011 (International Symposium on Integrated Network Management), Dublin, pp. 305-312.
  38. G. Işıklar Alptekin, A.B. Bener, 2010, “A spectrum trading model with strict transmission power control”, Proceedings of the IEEE GLOBECOM 2010 (Global Communications Conference 2010), Miami, pp. 1-5.
  39. G. Alptekin, S.E. Alptekin, 2010, “Fuzzy multi-criteria decision making approaches for evaluating e-payment systems”, Proceedings of the WORLDCOMP’10 (The World Congress in Computer Science, Computer Engineering and Applied Computing 2010), Las Vegas, pp. 142-148.
  40. G. Işıklar Alptekin and A. Bener, 2009, “Pricing model for the secondary market architecture in cognitive radio networks”, Proceedings of the IFIP/IEEE GAMENETS 2009 (Game Theory for Networks), İstanbul, pp. 479-483.
  41. G. Işıklar Alptekin and A. Bener, 2009, “An efficient spectrum management mechanism for cognitive radio networks”, Proceedings of the IFIP/IEEE IM 2009 (International Symposium on Integrated Network Management), Long Island, pp. 653-660.
  42. G. Işıklar Alptekin, S.E. Alptekin, 2009, “An integrated approach for defining pricing strategies in competitive markets”, Proceedings of the IEEE EKNOW 2009 (International Conference on Information, Process and Knowledge Management), Cancun, pp. 54-59.
  43. G. Işıklar Alptekin and A. Bener, 2008, “Business model specific charging mechanism in cognitive radio”, Proceedings of the SEAA’08 (34th Euromicro Conference on Software Engineering and Advanced Applications), Parma, pp. 156-163.
  44. G. Işıklar and A. Bener, 2008, “Brokering and pricing architecture over cognitive radio wireless networks”, Proceedings of the IEEE CCNC 2008 (Consumer Communications & Networking Conference), Workshop on Cognitive Radio Networks, Las Vegas, pp. 1004-1008.
  45. Y. Kastro, G. Işıklar and A. Bener, 2007, “The use of customer relationship management in resource allocation: The case of cellular networks”, Proceedings of the CIE 2007 (Computers & Industrial Engineering Conference), Alexandria, pp. 119-125.
  46. G. Işıklar, M. Üner and A. Bener, 2006, “A CRM-based pricing model for m-commerce services”, Proceedings of the IEEE ICETE/ICE-B 2006 (International Joint Conference on E-Business and Communications), Setubal, pp. 118-125.
  47. G. Işıklar, A. Bener and F. Alagöz, 2006, “A new bandwidth allocation strategy in GEO satellite networks and pricing the differentiated services”, Proceedings of the IEEE ICC 2006 (International Conference on Communications), vol. 4, İstanbul, pp. 1855-1860.
  48. G. Işıklar and A. Bener, 2005, “A simple approach to charging and billing of packetized applications”, Proceedings of the IEEE WCNC 2005 (Wireless Communications and Networking Conference), vol. 4, New Orleans, pp. 2440-2445.

National Conference Papers:

  1. M. Keskin, G. Işıklar Alptekin, “Yazılım Maliyet Tahmininde İşlev Puanı Analizi ve Yapay Sinir Ağları Kullanımı”, 10. Ulusal Yazılım Mühendisliği Sempozyumu (UYMS 2016), Çanakkale, 2016, 466-471.
  2. S. Akınlı Koçak, G. Işıklar Alptekin, A.B. Bener, 2015, “Bir Yazılımın Çevre ve Kalite Açısından Değerlendirilmesi için Önerilmiş Karar Alma Modeli”, 9th National Software Engineering Symposium (UYMS 2015), İzmir, pp. 418-429.
  3. D. Erışık, A. Karaman, G. Işıklar Alptekin, Ö. Durmaz İncel, M. İşbilen, O. Burçak, 2015, “Algılayıcı Esaslı Artırılmış Gerçeklik Uygulaması Yazılımı Tasarımı”, IEEE 23. Sinyal İşleme ve İletişim Uygulamaları Kurultayı (SİU 2015), Malatya.
  4. S. Akınlı Koçak, G. Işıklar Alptekin, A.B. Bener, A. Miransky, E. Doğan, 2014, “Yazılım Özelliklerinin Enerji Tüketimi Üzerine Etkileri”, 8th National Software Engineering Symposium (UYMS 2014), 1221, pp. 35-44, Kıbrıs.
  5. E. Çalışır, G. Işıklar Alptekin, A. Özgövde, 2014, “Yerel ve Hızlı Bulut Servisi: Bulutçuklar”, Akademik Bilişim, Mersin.
  6. S.E. Alptekin, İ. Bereketli, G. Işıklar and M.E. Genevois, 2006, “ERP kurulumu için UML araçlarıyla yeniden yapılandırma süreci: Bir vaka analizi”, Yöneylem Araştırması ve Endüstri Mühendisliği (YA-EM 2006), Kocaeli Üniversitesi, 2006.
  7. G. Işıklar, A. Bener, 2006, “Hücresel ağlarda kaynak atamasına alternatif bir yaklaşım”, GAP 2006, Harran Üniversitesi, Şanlıurfa.
  8. G. Işıklar, A. Bener, 2005, “Ağdaki paket uygulamalar için önerilmiş fiyatlandırma modeli”, Akademik Bilişim 2005, Gaziantep Üniversitesi, Gaziantep.

Publications

Completed MS Thesis

  1. Nergis Yılmaz, “Analysis of the Impact of Clustering on Apriori Data Mining Algoritm”, September 2013.
  2. Ahmet Karaman, “Energy Efficiency Analysis of a GPS-based Augmented Reality Application”, January 2016.
  3. Doğa Erışık, “Screen Positioning Algorithm for Augmented Reality Application on Android Devices”, January 2016.
  4. Emre Çalışır, “A Code Offloading Framework for Mobile Cloud Computing: IceMobile”, January 2016.
  5. Aslı Sarı, “Reward Determination for Crowdsourced Software Development”, July 2017.
  6. Nurhak Karakaya, “Using Behavioral Biometric Sensors of Mobile Phones for User Authentication”, July 2019.
  7. Onur Kartal, “Bir IoT ürününün mobil uygulamasının QFD yöntemi ile tasarlanması”, July 2019.
  8. Sevda Özge Bursa, “On-Device Deep Learning for Mobile and Wearable Computing”, June 2022.
  9. Özgün Akalın, “Predicting Airbnb Prices Using Location and Image Data”, April 2025.
  10. Serra Nur Bayrak, “Analiyzing the Impact of Visual and Listing Features in Real Estate Listings”, July 2025.
  11. Zeynep Ceren Bayram, “Manual or Automated? A UI Testing Comparison”, July 2025.

Completed PhD Thesis

  1. Aslı Sarı, “User Profiling for Software Testing Process” , İstanbul Technical University, …
  2. Dilek Akburak, “Smart Street Lighting Functions Aligned with Urban Sustainability and Smart City Development“, Galatasaray University, Industrial Engineering, …
  3. Hayri Acar, “Méthodologie de développement de logiciels dans un environnement informatiquement vert / Software development methodology in a Green IT environment”, Université Lyon 1 Claude Bernard, November 2017.

International Projects

  1. Projet du Consortium (Projet Thématique) avec Université Artois et iLAB “Effets des Publicités Télévisées sur les Consommateurs e-commerce (EPIC)”, Budget: 4040 Euro, (2023-2024).
  2. Projet du Consortium (Soutien a la Recherche) avec EURECOM, Sophia Antipolis, “’Privacy-aware recommendations systems”, Budget: 2700 Euro, (2023-2024).

National Projects

  1. Tübitak 1505: “Authentication based on Behavioral Biometrics – Davranışsal Örüntü Kontrolüne Dayalı Kimlik Doğrulama (DAKOTA)” / Fund: 90.000 TL / April 2018 – August 2020.
  2. San-Tez: “Sensor-Based Augmented Reality Application Software (SARAS) – Algılayısı Esaslı Arttırılmış Gerçeklik Uygulaması Yazılımı (SARAS)” / Fund: 80.000 TL / March 2014 – September 2015

Consulting

  1. İlan özellikleri ve performans metrikleri arasında yapay zeka destekli nedensellik modeli, 15/09/2024 – 14/09/2025 – iLab Ventures
  2. Emlak verilerinde dinamik fiyatlandırma, 01/01/2024 – 30/06/2024 – iLab Ventures
  3. FoReML: Gıda perakende sektöründe talep tahmin ve öneri sistemi, 01/01/2024 – 30/09/2024 – Vanora Ventures
  4. Makine öğrenmesi yöntemleri ile televizyon reklamlarının dijital kullanıcı trafiğine anlık etkisi, 01/09/2023 – 01/12/2023 – iLab Ventures
  5. Vanora 1: E-ticaret web sitesi alt yapıları için yapay zeka temelli akıllı öneri sistemi ve performans analizi, 01/09/2023 – 15/12/2023 – Vanora Ventures

BAP

BAP Project: “Kestirimci Analitik Temelli Sürdürülebilir Kent Bilgi Sistemleri” , 31/08/2024 – …

BAP Project: “Akıllı Şehirler ve Uygulamaları” , 23/01/2023 – ….

BAP Project: “Federe ve Graf-esaslı Öğrenme ve Uygulamaları” , 12/01/2022 – 27/10/2023.

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BAP Project: “Energy Efficiency in Communication Technologies and Software – İletişim Teknolojileri ve Yazılımda Enerji Verimliliği”  / Fund: 20.000 TL / October 2013 – October 2014.

BAP Project: “Improvements in Software Development Process – Yazılım Geliştirme Sürecinde İyileştirmeler”  / Fund: 20.000 TL / October 2015 – May 2017.

BAP Project: “Analysis and Management of Next Generation Software Development Approaches – Yeni Nesil Yazılım Geliştirme Yaklaşımlarının Analizi ve Yönetimi” / Fund: 28.500 TL / November 2017 – November 2018.

Students/Projects