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.