MAKALELER
- Gülcü, A, Kuş, Z., Özkan, İ.T.S. & Karakuş, O . (2023). “TripletMAML: A metric-based model-agnostic meta-learning algorithm for few-shot classification”. PeerJ Computer Science – SCIE (Under Review)
- Kuş, Z., Akkan, C., & Gülcü, A. (2023). Novel Surrogate Measures based on a Similarity Network for Neural Architecture Search. IEEE Access. – SCIE
- Akkan, C., Gülcü, A., & Kuş, Z. (2022). “Bi-criteria simulated annealing for the curriculum-based course timetabling problem with robustness approximation”. Journal of Scheduling, 25(4), 477-501. – SCIE
- Can Akkan, Ayla Gülcü, Zeki Kuş (2021), "Minimum Penalty Perturbation Heuristics for Curriculum-based Timetables Subject to Multiple Disruptions", Computers and Operations Research, Volume 132, DOI: 10.1016/j.cor.2021.105306 – SCI
- Gülcü, A., & Kuş, Z. (2021). "Multi-objective simulated annealing for hyper-parameter optimization in convolutional neural networks". PeerJ Computer Science, 7, e338. DOI: 10.7717/peerj-cs.338 – SCIE
- Ferda Abbasoğlu, Ayla Gülcü, Ulvi Başpınar (2021), "EEG Sinyallerinin Sınıflandırılmasında Evrimsel Öznitelik Seçim Metotlarının Kullanılması", International Journal of Advances in Engineering and Pure Sciences, Int. J. Adv. Eng. Pure Sci. 2021, 33(2) – TR Dizin
- Gülcü, Ayla & Alkan, Muhammet (2021) "Az Örnekle Öğrenme Problemleri için MAML ve ProtoNet Algoritmalarının İncelenmesi", Avrupa Bilim ve Teknoloji Dergisi, January, 21, 113 – 121 - TR Dizin
- Gülcü, A and Kuş, Z. (2020). “Hyper-parameter Selection in Convolutional Neural Networks Using Microcanonical Optimization Algorithm.” IEEE Access, vol. 8, pp. 52528-52540, DOI: 10.1109/ACCESS.2020.2981141 – SCIE
- Gülcü, Ayla, & Çalışkan, Sedrettin. (2020) “Clustering Electricity Market Participants via FRM Models”, Intelligent Decision Technologies, vol. 14, no. 4, pp. 481-492. DOI: 10.3233/IDT-200092 – Scopus, ESCI
- Gülcü, A., & Akkan, C. (2020). “Robust University Course Timetabling Problem Subject to Single and Multiple Disruptions”. European Journal of Operational Research, 283 (2), 630-646. DOI: 10.1016/j.ejor.2019.11.024 – SCIE
- Ayla Gülcü, Serol Bulkan (2019), “Integer Programming versus Constraint Programming: A Course Timetabling Case Study”, International Journal of Industrial Engineering: Theory, Applications and Practice – IJIETAP, 26(3), 301-316. - SCIE
- Ayla Gülcü, Zeki Kuş (2019) “Konvolüsyonel Sinir Ağlarında Hiper-Parametre Optimizasyonu Yöntemlerinin İncelenmesi”. Gazi Üniversitesi Fen Bilimleri Dergisi Part C: Tasarım ve Teknoloji, 7 (2), 503-522. DOI: 10.29109/gujsc.514483 - TR Dizin
- Akkan, C. & Gülcü, A. (2018). “A Bi-criteria Hybrid Genetic Algorithm With Robustness Objective For The Course Timetabling Problem”. Computers and Operations Research, 90, 22-32. DOI: 10.1016/j.cor.2017.09.007. - SCI
- Ayla Gülcü, Ahmet Emin Kuzucuoğlu, Serol Bulkan (2011). “A Comparison Of Genetic Algorithms and Tabu Search For a Course Timetabling Problem”. Tecniques Technologies Education Management, 6(4) – SCIE
KONFERANS BİLDİRİLERİ
- Ayla Gülcü, İsmail Taha Samed Özkan, Zeki Kuş and Osman Furkan Karakuş (2023), Triplet MAML For Few-Shot Classification Problems. In Proceedings of the International Conference On Advanced Engineering, Technology And Applications, March 10 – 11, 2023, Istanbul, Turkiye.
- Gülcü, A., Kuş, Z. (2023). Neural Architecture Search Using Differential Evolution in MAML Framework for Few-Shot Classification Problems. In: Di Gaspero, L., Festa, P., Nakib, A., Pavone, M. (eds) Metaheuristics. MIC 2022. Lecture Notes in Computer Science, vol 13838. Springer, Cham. https://doi.org/10.1007/978-3-031-26504-4_11
- Ayla Gülcü, İsmail Taha Samed Özkan, Osman Furkan Karakuş (2021), "A Comparison of Different Loss Computations in Siamese Networks for Authorship Verification", In Proceedings of 2nd International Conference on Cyber-Physical Systems and Control, 29 June — 2 July 2021, St. Petersburg, Russia
- Emrah Yulian Tema, Ayla Gülcü (2021). “A Natural Language Processing Application: Analysis Of Four Basic Sentiments”, In Proceedings of the Hodja Akhmet Yassawi 4th International Conference On Scientific Research, February 12-13, 2021, ANKARA, TURKEY
- AKKAN CAN, GÜLCÜ AYLA, KUŞ ZEKİ (2020). “Slack-based Robustness Estimators for the Curriculum-Based Course Timetabling Problem”, In Proceedings of the 13th International Conference on the Practice and Theory of Automated Timetabling - PATAT 2021: Volume I (conference is postponed to 24-27 August 2021)
- Can Akkan, Ayla Gülcü, Zeki Kuş (2020). “Search Space Sampling by Simulated Annealing for Identifying Robust Solutions in Course Timetabling”, In Proceedings of IEEE World Congress On Computational Intelligence (WCCI), 19 – 24th July, 2020, Glasgow (UK)
- AKKAN CAN, GÜLCÜ AYLA, KUŞ ZEKİ (2019). “Minimum Penalty Perturbation Heuristics for Curriculum-based Timetables Subject to Multiple Disruptions”, 30th European Conference On Operational Research (euro2019), 23 - 26 June, Dublin, Ireland
- GÜLCÜ AYLA,AKKAN CAN (2018). “Bi-Criteria Simulated Annealing Algorithms for the Robust University Course Timetabling Problem”. 12th International Conference on the Practice and Theory of Automated Timetabling (PATAT2018), 28-31 August, Vienna, Austria
- GÜLCÜ AYLA,AKKAN CAN (2018). “Bi-Criteria Simulated Annealing Algorithms for the RobustUniversity Course Timetabling Problem”. 29th European Conference On Operational Research (euro2018) 8-11 July, Valencia, Spain
- HÜSEM SEÇİL ŞEKERCİ,GÜLCÜ AYLA (2017). “Categorization of Turkish Web Pages Using Data Mining Techniques” II. Uluslararası Bilgisayar Bilimleri ve Mühendisliği Konferansı, 255-260., Doi: 10.1109/UBMK, 5-7 October, Antalya, Turkey
- C. AKKAN & A. GÜLCÜ (2016), "A Bi-criteria Hybrid Genetic Algorithm With Robustness Objective For The Course Timetabling Problem", 11th International Conference On The Practice And Theory Of Automated Timetabling (patat2016), 23 - 26 August 2016, 451 – 456., Udine, Italy
- A. GÜLCÜ & S. BULKAN, "Diversity-driven Hybrid Genetic Algorithm For A Course Timetabling Problem", International Conference On Applied Mathematical Optimization And Modelling (apmod), 09 Nisan 2014, 11 Nisan 2014.
- GÜLCÜ AYLA, AKKAN CAN (2016). “İki Amaçlı Hibrit Genetik Algoritma ile Gürbüz Ders Çizelgelerinin Oluşturulması”, Yöneylem Araştırması ve Endüstri Mühendisliği Kongresi (YAEM), 13 - 15 Temmuz, İzmir, Türkiye
- GÜLCÜ AYLA, KUZUCUOĞLU AHMET EMİN, BULKAN SEROL (2009). “Akademik Çİzelgeleme Problemlerinde Genetik Algoritma Ve Tabu Arama Yöntemlerinin Kullanilmasi”, Ulusal Üretim Arastirmalari Sempozyumu (UAS), 15-17 October, Eskisehir, Türkiye
- AYHAN BATUHAN, BİLSEL MURAT, GÜLCÜ AYLA, BULKAN SEROL (2007), “Raf Alanı Optimizasyonu ” Ulusal Yöneylem Araştırması ve Endüstri Mühendisliği Kongresi (YAEM), 2- 4 Temmuz, İzmir, Türkiye