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Assist. Prof. Dr. Hüseyin Güney

Faculty of Architecture and Engineering

  • Group:Senate, Architecture and Engineering

Assist. Prof. Dr. Hüseyin Güney

Faculty of Architecture and Engineering

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.