Tuning Hyperparameters of Machine Learning Algorithms and Deep Neural Networks Using Metaheuristics: A Bioinformatics Study on Biomedical and Biological Cases
Computational Biology and Chemistry, Vol. 97, Nisan 2022, ISSN: 1476-9271
NEMATZADEH MIANDOAB SAJJAD, KIANI FARZAD, TORKAMANIAN AFSHAR MAHSA, AYDIN NİZAMETTİN
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Biomarker Identification for Alzheimer’s Disease Using a Multi-Filter Gene Selection Approach
International Journal of Molecular Sciences, Vol. 26, No. 5, Şubat 2025, s. 1816, ISSN: 1422-0067
PASHAEI ELNAZ,PASHAEI ELHAM,AYDIN NİZAMETTİN
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Frequency Difference based DNA Encoding Methods in Human Splice Site Recognition
2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), No. null, 5 Ekim 2017, s. 586-591
PASHAEI ELHAM,AYDIN NİZAMETTİN
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A Hybrid Machine Learning Based Intrusion Detection System for MIL-STD-1553
Journal of Aeronautics and Space Technologies, Vol. 17, Nisan 2024, s. 30-46, ISSN: 2148-1059
ÇİLOĞLU YUNUS EMRE,BAHTİYAR ŞERİF
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Malicious Domain Detection with Machine Learning for Financial Systems
2024 7th International Balkan Conference on Communications and Networking (BalkanCom), Ljubljana/SLOVENYA, 3 Haziran 2024, s. 200-205
GÜLSERLİLER EGEMEN,ÖZGEN BURAK,BAHTİYAR ŞERİF
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GPS Spoofing Detection on Autonomous Vehicles with XGBoost
2024 9th International Conference on Computer Science and Engineering (UBMK), Antalya/TÜRKİYE, 26 Ekim 2024, s. 500-505, ISSN: 2521-1641
İŞLEYEN EMRE,BAHTİYAR ŞERİF
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Dual-Layered Approach for Malicious Domain Detection
2024 9th International Conference on Computer Science and Engineering (UBMK), Antalya/TÜRKİYE, 26 Ekim 2024, s. 1-6, ISSN: 2521-1641
DOĞAN NADİDE BİLGE,BAYDEMİR ALP BARIŞ,BAHTİYAR ŞERİF,DOĞAN UMUTCAN
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A New Method to Detect Malicious DNS over HTTPS via Feature Reduction
2024 9th International Conference on Computer Science and Engineering (UBMK), Antalya/TÜRKİYE, 26 Ekim 2024, s. 754-759, ISSN: 2521-1641
BOZKURT ALİ KEREM,SÖNMEZ SARIKAYA BURCU,AKÖZ HALİL EFE,TAŞPINAR ATABERK,BAHTİYAR ŞERİF
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A multi-dimensional machine learning approach to predict advanced malware
Computer Networks, Vol. 160, Eylül 2019, s. 118-129, ISSN: 1389-1286
BAHTİYAR ŞERİF,YAMAN MEHMET BARIŞ,ALTINİĞNE CAN YILMAZ
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Machine Learning based Side Channel Selection for Time-Driven Cache Attacks on AES
2019 4th International Conference on Computer Science and Engineering (UBMK), Samsun/TÜRKİYE, 11 Eylül 2019, s. 564-568
SÖNMEZ BURCU,SARIKAYA AHMET ALİ,BAHTİYAR ŞERİF
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A Suvey on Malwre Detection and Classification Using Machine Learning
International Congress on Engineering and, Alanya/TÜRKİYE, 14 Kasım 2018, s. 1111-1120
BAHTİYAR ŞERİF,ŞAHİN MUHAMMET
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Analysing the Effects of Weather Conditions on Container Terminal Operations Using Machine Learning
International Journal of Business Analytics, Vol. 9, Ocak 2022, ISSN: 2334-4547
ATAK ÜSTÜN, KAYA TOLGA, ARSLANOĞLU YASİN
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Influencer Identification System Design Using Machine Learning Techniques
International Conference on Intelligent and Fuzzy Systems, INFUS 2020, Istanbul/TÜRKİYE, 21 Temmuz 2020
ISRAFİLOVA ELVİRA, ARSLAN ARMAĞAN, YILDIRIM NİHAN, KAYA TOLGA
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National Basketball Association Player Salary Prediction Using Supervised Machine Learning Methods
International Conference on Intelligent and Fuzzy Systems, INFUS 2021, İzmir/TÜRKİYE, Vol. 307, 24 Ağustos 2021, s. 189-196
OZBALTA EMIRHAN, YAVUZ MUCAHIT, KAYA TOLGA
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Clustering English Premier League Referees Using Unsupervised Machine Learning Techniques
International Conference on Intelligent and Fuzzy Systems, INFUS 2021, İzmir/TÜRKİYE, Vol. 307, 24 Ağustos 2021, s. 230-237
ISPA MUSTAFA, YARISAN UFUK, KAYA TOLGA
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A Machine Learning-Based Decision Support System Design for Restraining Orders in Turkey
COMPSAC 2021, IEEE 45th Annual Computers, Software, and Applications Conference, 12 Temmuz 2021, s. 1521-1526
AY H. UMUTCAN, ÖNER H. AYSU, YILDIRIM NİHAN, KAYA TOLGA
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Customer Churn Prediction in FMCG Sector Using Machine Learning Applications
AI4KM: 8th IFIP WG, Advances in Information and Communication Technology, Yokohama/JAPONYA, Vol. 614, 7 Ocak 2021
GÜNESEN S. NAZLI, ŞEN NECİP, YILDIRIM NİHAN, KAYA TOLGA
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Demand Forecasting of a Company that Produces by Mass Customization with Machine Learning
In International Conference on Intelligent and Fuzzy Systems, 14 Ağustos 2021
KÖY EZGİ, KONYALIOĞLU AZİZ KEMAL, ÇEBİ FERHAN
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Data poisoning attacks against machine learning algorithms
Elsevier BV, Vol. 208, Aralık 2022, s. 1-20, ISSN: 0957-4174
YERLİKAYA FAHRİ ANIL, BAHTİYAR ŞERİF
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A Hybrid Machine Learning Model to Detect Reflected XSS Attack
Balkan Journal of Electrical and Computer Engineering, Vol. 9, No. 3, Temmuz 2021, s. 235-241, ISSN: 2147-284X
BUZ BERAAT, GÜLÇİÇEK BERKE, BAHTİYAR ŞERİF
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