Metrics
Publication
12
Open Access
3
UN Sustainable Development Goals
Education
2020 - 2024
2020 - 2024Doctorate
Firat University, Turkey
2017 - 2019
2017 - 2019Postgraduate
Firat University, Turkey
2009 - 2013
2009 - 2013Undergraduate
Gazi University, Mühendislik Fakültesi, Turkey
Dissertations
2024
2024Doctorate
Psikolojik hastalıklar alanında medikal tahminler üretmeye yönelik derin öğrenme tabanlı dil modellerinin geliştirilmesi
Firat University
2019
2019Postgraduate
Derin öğrenme yöntemleri ile Türkçe metinlerde benzerlik tespiti
Firat University
Academic Positions
2018 - Present
2018 - PresentResearch Assistant
Non Academic Experience
2015 - 2018
2015 - 2018Co-Founder
Aygün Yazılım Ltd. Şti., Co-Founder
Articles
All (5)
SCI-E, SSCI, AHCI (4)
SCI-E, SSCI, AHCI, ESCI (4)
Scopus (4)
TRDizin (1)
2025
20251. Using aspect-based sentiment analysis to evaluate the global effects of the food security crisis during the Russia-Ukraine war
Aygun O., AYGÜN İ., Kaya M.
Global Food Security
, vol.44, 2025 (SCI-Expanded, Scopus)
2025
20252. Identifying patients in need of psychological treatment with language representation models
AYGÜN İ., Kaya B., Kaya M.
Multimedia Tools and Applications
, vol.84, no.1, pp.397-418, 2025 (SCI-Expanded, Scopus)
2022
20223. Aspect Based Twitter Sentiment Analysis on Vaccination and Vaccine Types in COVID-19 Pandemic With Deep Learning
AYGÜN İ., Kaya B., Kaya M.
IEEE Journal of Biomedical and Health Informatics
, vol.26, no.5, pp.2360-2369, 2022 (SCI-Expanded, Scopus)
2020
20204. Finding the Relationship Between News and Social Media Users’ Emotions in the COVID-19 Process
Müngen A. A., AYGÜN İ., Kaya M.
Sakarya University Journal of Computer and Information Sciences (Online)
, vol.3, no.3, pp.250-263, 2020 (TRDizin)
2020
20205. Identifying side effects of commonly used drugs in the treatment of Covid 19
AYGÜN İ., Kaya M., Alhajj R.
Scientific Reports
, vol.10, no.1, 2020 (SCI-Expanded, Scopus)
Papers Presented at Peer-Reviewed Scientific Conferences
2024
20241. Prediction of the Most Common Symptoms in Psychological Illnesses with Language Representation Models
AYGÜN İ., Kaya M.
10th International Conference on Smart Computing and Communication, ICSCC 2024, Bali, Indonesia, 25 - 27 July 2024, pp.408-412, (Full Text)
2023
20232. Use of Large Language Models for Medical Synthetic Data Generation in Mental Illness
AYGÜN İ., Kaya M.
7th IET Smart Cities Symposium, SCS 2023, Virtual, Online, Bahrain, 3 - 05 December 2023, vol.2023, pp.652-656, (Full Text)
2022
20223. Detection of Customer Opinions with Deep Learning Method for Metaverse Collaborating Brands
AYGÜN İ., Kaya B., Kaya M.
2022 International Conference on Data Analytics for Business and Industry, ICDABI 2022, Virtual, Online, Bahrain, 25 - 26 October 2022, pp.603-607, (Full Text)
2021
20214. A Deep Learning Based Prediction Model for Diagnosing Diseases with Similar Symptoms
AYGÜN İ., Kaya B.
2021 International Conference on Decision Aid Sciences and Application, DASA 2021, Virtual, Online, Bahrain, 7 - 08 December 2021, pp.618-621, (Full Text)
2020
20205. Automatic Term Extraction on Turkish Scientific Texts
AYGÜN İ., Kaya M.
2020 International Conference on Decision Aid Sciences and Application, DASA 2020, Virtual, Sakheer, Bahrain, 7 - 09 November 2020, pp.1037-1040, (Full Text)
Books
2020
20201. Exemining the use of fuzzy logic for IoT security
AYGÜN İ.
in: Theory and Research in Engineering II, Mihriban Kalkancı, Editor, Gece Publishing, Ankara, pp.87-102, 2020
2020
20202. Comparison of popular machine learning methods in software detect prediction
KAYA B., AYGÜN İ.
in: Theory and Research in Engineering II, Mihriban Kalkancı, Editor, Gece Publishing, Ankara, pp.103-118, 2020
Funded Projects
2023 - 2024
2023 - 2024Dijital Dönüşüm ve Yenilikçi Teknolojiler Çalıştayı
Project Supported by Higher Education Institutions
BORANDAĞ E., YÜCALAR F., ÖZÇEVİK M., ÇELİKTEN T., AYGÜN İ., VAROL ALTAY E., et al.
2023 - 2024
2023 - 2024Psikolojik Rahatsızlıkların Erken Tespiti Için Derin Öğrenme Destekli Tahmin Sistemi
MERMİ O., KAYA B., BÜTÜN E., KAYA M.(Executive)
2021 - 2022
2021 - 2022Sağlık Kayıtları ve Mevcut Semptomlara Göre Kişiselleştirilmiş Tedavi Önerileri Geliştirme
Project Supported by Higher Education Institutions
AYGÜN İ., KAYA B.(Executive)
2021 - 2022
2021 - 2022
Derin Öğrenme Yöntemiyle Covid-19 Pandemisinde Aşılama ve Aşı Tipleri Üzerine Twitter Duygu Analizi
Project Supported by Higher Education Institutions
AYGÜN İ., KAYA M.(Executive)