Automated X-Ray Image Annotation - Single versus Ensemble of Support Vector Machines. - Devrim Ünay; Octavian Soldea; Süreyya Özögür-Akyüz; Müjdat Çetin; Aytül Erçil (CLEF (2), 2009)

Medical Image Retrieval and Automatic Annotation: VPA-SABANCI at ImageCLEF 2009. - Devrim Ünay; Octavian Soldea; Süreyya Özögür-Akyüz; Müjdat Çetin; Aytül Erçil (CLEF (Working Notes), 2009)

Pattern analysis for the prediction of fungal pro-peptide cleavage sites. - Süreyya Özögür-Akyüz; John Shawe-Taylor; Gerhard-Wilhelm Weber; Z. B. Ögel (Discret. Appl. Math., 2009)

A mathematical contribution of statistical learning and continuous optimization using infinite and semi-infinite programming to computational statistics ; İstatiksel öğrenme ve sürekli optimizasyon yöntemlerinin sonsuz ve yarı sonsuz programlama kullanılarak hesaplamalı istatistiğe uygulanması. - Süreyya Özögür-Akyüz (2009)

Analysis of SNP-Complex Disease Association by a Novel Feature Selection Method. - Gürkan Üstünkar; Süreyya Özögür-Akyüz; Gerhard-Wilhelm Weber; Yesim Aydin Son (OR, 2010)

On numerical optimization theory of infinite kernel learning. - Süreyya Özögür-Akyüz; Gerhard-Wilhelm Weber (J. Glob. Optim., 2010)

Infinite kernel learning via infinite and semi-infinite programming. - Süreyya Özögür-Akyüz; Gerhard-Wilhelm Weber (Optim. Methods Softw., 2010)

Prediction with the SVM Using Test Point Margins. - Süreyya Özögür-Akyüz; Zakria Hussain; John Shawe-Taylor (Data Mining, 2010)

Guest editorial: model selection and optimization in machine learning. - Süreyya Özögür-Akyüz; Devrim Ünay; Alexander J. Smola (Mach. Learn., 2011)

Selection of representative SNP sets for genome-wide association studies: a metaheuristic approach. - Gürkan Üstünkar; Süreyya Özögür-Akyüz; Gerhard-Wilhelm Weber; Christoph M. Friedrich; Yesim Aydin Son (Optim. Lett., 2012)

Pruning of Error Correcting Output Codes by optimization of accuracy-diversity trade off. - Süreyya Özögür-Akyüz; Terry Windeatt; Raymond S. Smith (Mach. Learn., 2015)

Editorial of the special issue data analysis and intelligent optimization with applications. - Vadim V. Strijov; Gerhard-Wilhelm Weber; Richard Weber 002; Süreyya Özögür-Akyüz (Mach. Learn., 2015)

Adapted Infinite Kernel Learning by Multi-Local Algorithm. - Süreyya Özögür-Akyüz; Gürkan Üstünkar; Gerhard-Wilhelm Weber (Int. J. Pattern Recognit. Artif. Intell., 2016)

Ensemble clustering selection by optimization of accuracy-diversity trade off. - Buse Çisil Otar; Süreyya Özögür-Akyüz (SIU, 2017)

Ensemble cluster pruning via convex-concave programming. - Süreyya Özögür-Akyüz; Buse Çisil Otar; Pinar Karadayi Atas (Comput. Intell., 2020)

Classification of Motor Imagery Task by Using Novel Ensemble Pruning Approach. - Muhammad Ammar Ali; Duygu Üçüncü; Pinar Karadayi Atas; Süreyya Özögür-Akyüz (IEEE Trans. Fuzzy Syst., 2020)

Ensemble Based Feature Selection With Hybrid Model. - Ceylan Demir; Süreyya Özögür-Akyüz; Izzet Göksel (SIU, 2021)

A novel approach for panel data: An ensemble of weighted functional margin SVM models. - Birsen Eygi Erdogan; Süreyya Özögür-Akyüz; Pinar Karadayi Atas (Inf. Sci., 2021)

Sales Forecasting of a Hypermarket: Case Study in Baghdad Using Machine Learning. - Musaab Osamah Anwer; Süreyya Özögür-Akyüz (SIU, 2022)

Neurological effects of long-term diet on obese and overweight individuals: An electroencephalogram and event-related potential study. - Muhammad Ammar Ali; Süreyya Özögür-Akyüz; Adil Deniz Duru; Melisa Caliskan; Ceylan Demir; Tugba Bostanci; Farouk Elsallak; Mohammad Shkokani; Zümray Dokur; Tamer Ölmez; Can Ergün; Nerses Bebek; et al. (Comput. Intell., 2022)

Autoselection of the Ensemble of Convolutional Neural Networks with Second-Order Cone Programming. - Buse Çisil Güldogus; Abdullah Nazhat Abdullah; Muhammad Ammar Ali; Süreyya Özögür-Akyüz (CoRR, 2023)

Predicting stock market by sentiment analysis and deep learning. - Süreyya Özögür-Akyüz; Pinar Karadayi Atas; Aymane Benkhaldoun (Oper. Res. Decis., 2024)

The use of machine learning techniques for assessing the potential of organizational resilience. - Tomasz Ewertowski; Buse Çisil Güldogus; Semih Kuter; Süreyya Özögür-Akyüz; Gerhard-Wilhelm Weber; Joanna Sadlowska-Wrzesinska; Elzbieta Racek (Central Eur. J. Oper. Res., 2024)

A novel auto-pruned ensemble clustering via SOCP. - Duygu Üçüncü; Süreyya Özögür-Akyüz; Erdal Gül (Central Eur. J. Oper. Res., 2024)

An innovative approach to ensemble learning in bankruptcy prediction using support vector machines and meta fuzzy functions. - Pinar Karadayi Atas; Nihat Tak; Süreyya Özögür-Akyüz; Birsen Eygi Erdogan (Inf. Sci., 2025)

Pruning the ensemble of convolutional neural networks using second-order cone programming. - Buse Çisil Güldogus; Abdullah Nazhat Abdullah; Muhammad Ammar Ali; Süreyya Özögür-Akyüz (Neural Networks, 2025)

AutoFusion of feature pruning for decision making in operations research. - Pinar Karadayi Atas; Süreyya Özögür-Akyüz (Central Eur. J. Oper. Res., 2025)

FSOCP: feature selection via second-order cone programming. - Buse Çisil Güldogus; Süreyya Özögür-Akyüz (Central Eur. J. Oper. Res., 2025)