A. Education
| Program | University | Degree | Year of Graduation |
| Computer Engineering | Eastern Mediterranean University | Undergraduate | 2010 |
| Computer Engineering | Near East University | Master’s | 2013 |
| Computer Engineering | Cyprus International University | Doctorate | 2019 |
B. Academic Titles
| Title | University | Scientific Field | Year |
| Assist. Prof. Dr. | Bahçeşehir Cyprus University | Artificial Intelligence | 2020 |
C. Work Experience
| Department | Position | University | Period |
| Computer Engineering | Lecturer | Bahçeşehir Cyprus University | 2019 – Present |
| Private Sector | IT Administrator / Manager | – | 2010 – 2019 |
D. Administrative Positions
| Department | Position | University | Period |
| Computer Engineering | Chairman | Bahçeşehir Cyprus University | 2020 – Now |
| Ethics Committee | Member | Bahçeşehir Cyprus University | 2020 – Now |
| Social and Applied Sciences Institute, Computer Engineering Master’s degree | Chairman | Bahçeşehir Cyprus University | 2021 – Now |
| Bahçeşehir Kıbrıs Üniversitesi, Mimarlık ve Mühendislik Fakültesi | Acting Dean | Bahçeşehir Cyprus University | 2022 – Now |
| Yapay Zekâ Araştırma Merkezi | Director | Bahçeşehir Cyprus University | 2021 – Now |
E. Publications
1. Publications listed under Web of Science (SSCI veya SCI-Expanded)
a. Güney, H., & Öztoprak, H. (2022). A robust ensemble feature selection technique for high‐dimensional datasets based on minimum weight threshold method. Computational Intelligence.
b. Güney, H., & Öztoprak, H. (2018). Microarray‐based cancer diagnosis: repeated cross‐validation‐based ensemble feature selection. Electronics letters, 54(5), 272-274.
2. Conference Publications
a. Güney, H. (2022). Detecting Distributed Denial-of-Service Attacks in Software-Defined Networking Using Machine Learning. 2. Uluslararası Teknolojik Bilimler ve Tasarım Sempozyumu (ITESDEC). 2 – 5 Haziran 2022. Giresun, Türkiye.
b. Güney, H., and Öztoprak, H. (2018). Seyrek Örneklemenin Bootstrap-temelli Toplu Nitelik Seçimi Başarısı Üzerindeki Etkisi. 26. Sinyal İşleme ve İletişim Uygulamaları Konferansı (SIU). 2 – 5 Mayıs 2018. İzmir, Türkiye: IEEE Proceedings.
c. Güney, H. (2022). Makine Öğrenme Temelli Saldırı Tespit Sistemi Geliştirmek için Düşük Hesaplama Maliyetli Optimizasyon Algoritması. 8. Bilim Günleri Kongresi, 9 – 11 Eylül 2022. İstanbul, Türkiye.
d. Güney, H., and Öztoprak, H. (2019). Mikrodizi Veri Kümelerinde İstikrarlı Gen Seçimi için Ağırlıklı Öznitelik Sıra Birleştirme Yöntemi. Elektrik Elektronik Mühendisliği Kongresi 2019 (EEMKON 2019), 14 – 16 Kasım 2019. İstanbul, Türkiye.
5. Other Publications
a. Güney, H. (2022). Başarılı Siber Saldırı Tespiti için Desktek Vektör Makineleri Kullanılarak Detaylı Öznitelik Analizi. Mühendislik Alanında Uluslararası Araştırmalar VI, Editör: Dr. Öğr. Üyesi Levent Civcik, ISBN: 978-625-8341-51-5, Temmuz 2022, Eğitim Yayınevi. Konya, Türkiye.
G. Research Topics
There are three main research topics which are studied by Assist. Prof. Dr. Hüseyin Güney.
Applied Statistics and Machine Learning
Classification Algorithms, Classifier Performance Evaluation Techniques, Classifier Optimisation, Dimensionality Reduction, Data Preprocessing, Feature Selection, Data Normalisation, Support Vector Machines, Development and Application of Machine Learning Models, Regression. Applications of Machine learning in Cancer Biology and Cyber Security Fields.
Analysis and Design of Algorithms
Theoretical and empirical analysis of machine learning algorithms in terms of time-complexity and space-complexity, new method design and implementation using well-known algorithm design techniques, Quantitative evaluation of academic research, multi-level modelling (mixed regression model), factor analysis, sequential mediation model.
Computer Networks
Traditional computer networks modelling, IP and routing algorithms, Modern networking, Virtualization, Software-defined networking, Cloud Computing, Internet of Things, Computer Networks Security, Network Application development, Cybersecurity systems, Intrusion Detection Systems, Next-generation Firewall.
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