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Derya Avcı Assoc. Prof. Dr. Fırat Üniversitesi
Publication 11 Review 4 CrossRef Cited 10 TR Dizin Cited 7
11 Publication
4 Review
10 CrossRef Cited
7 TR Dizin Cited
0000-0002-5204-0501
23977542400

Research Fields

Decision Support and Group Support Systems Image Processing Artificial Intelligence

Institution

Fırat Üniversitesi

Publications

Predicting Student Dropout Using Explainable Artificial Intelligence: The Impact of SMOTE-Based Class Balancing Techniques
Authors: Merve Zirekgür , Barış Karakaya , Derya Avcı
Published: 2026 , Firat University Journal of Experimental and Computational Engineering
DOI: 10.62520/fujece.1887893
FAVORITE 0 TOTAL DOWNLOAD COUNT 288

0

288

In-depth analysis of machine learning models and explainable artificial intelligence methods in diabetes diagnosis
Authors: Hakan Güler , Derya Avcı , Mustafa Ulaş , Tülay Omma
Published: 2025 , Gazi Üniversitesi Mühendislik Mimarlık Fakültesi Dergisi
DOI: 10.17341/gazimmfd.1552790
FAVORITE 0 TOTAL DOWNLOAD COUNT 980

0

980

Classification of Brain Tumors Using Artificial Intelligence
Authors: Sedat Bayaral , Evrim Gül , Derya Avcı
Published: 2025 , International Journal of Innovative Engineering Applications
DOI: 10.46460/ijiea.1563426
FAVORITE 0 TOTAL DOWNLOAD COUNT 1093

0

1093

Performance Comparison of Deep Learning Based Techniques for Multiclass Classification of Thermal Camera Images
Authors: Merve Kesim Önal , Halil Uslu , Engin Avcı , Derya Avcı
Published: 2025 , Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi
DOI: 10.54365/adyumbd.1521453
FAVORITE 0 TOTAL DOWNLOAD COUNT 1194

0

1194

Prediction of Obesity Levels by Neighborhood Component Analysis Based Machine Learning Methods
Authors: Çağla Danacı , Derya Avcı , Seda Arslan Tuncer
Published: 2023 , Fırat Üniversitesi Mühendislik Bilimleri Dergisi
DOI: 10.35234/fumbd.1234161
FAVORITE 0 TOTAL DOWNLOAD COUNT 2047

0

2047

The Effect of Super Resolution Method on Classification Performance of Satellite Images
Authors: Ayşe Cengiz , Derya Avcı
Published: 2023 , Turkish Journal of Science and Technology
DOI: 10.55525/tjst.1252420
FAVORITE 0 TOTAL DOWNLOAD COUNT 1955

0

1955

Artificial Intelligence Based Smart Interchange System In Smart Urbanization
Authors: Emrullah Ezberci, Derya Avcı
Published: 2022 , Turkish Journal of Science and Technology
DOI: 10.55525/tjst.1103449
FAVORITE 0 TOTAL DOWNLOAD COUNT 1134

0

1134

Kronik Böbrek Hastalığının Teşhisi İçin Genetik Algoritma Dalgacık Çekirdeği Uç Öğrenme Makinesine Dayalı Uzman Bir Sistem
Authors: Derya Avcı , Akif Doğantekin
Published: 2022 , Fırat Üniversitesi Mühendislik Bilimleri Dergisi
DOI: 10.35234/fumbd.962824
FAVORITE 0 TOTAL DOWNLOAD COUNT 1076

0

1076

Anomaly Detection from Traffic Video Analysis Data and Classification with Differential Evolution Algorithm Extreme Learning Machine
Authors: Derya Avcı , Yasin Sönmez
Published: 2021 , International Journal of Innovative Engineering Applications
DOI: 10.46460/ijiea.900251
FAVORITE 0 TOTAL DOWNLOAD COUNT 1320

0

1320

Application of Deep Learning Based Super Resolution Methods To Satellite Images And Improvement Of Images
Authors: Ayşe Cengiz , Derya Avcı
Published: 2021 , Afyon Kocatepe University Journal of Science and Engineering
DOI: 10.35414/akufemubid.829644
FAVORITE 0 TOTAL DOWNLOAD COUNT 2159

0

2159

Comparing of K-Means, K-Medodis and Fuzzy C Means Cluster Method for Analog Modulation Recognition
Authors: Yusuf Kaya, Derya Avci , Mehmet Gedikpınar
Published: 2019 , Balkan Journal of Electrical and Computer Engineering
DOI: 10.17694/bajece.564960
FAVORITE 0 TOTAL DOWNLOAD COUNT 1329

0

1329

Articles published in
Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi
Adıyaman Üniversitesi Mühendislik Bilimleri Dergisi
Afyon Kocatepe University Journal of Science and Engineering
Afyon Kocatepe University Journal of Science and Engineering
Balkan Journal of Electrical and Computer Engineering
Balkan Journal of Electrical and Computer Engineering
Fırat Üniversitesi Mühendislik Bilimleri Dergisi
Fırat Üniversitesi Mühendislik Bilimleri Dergisi
Firat University Journal of Experimental and Computational Engineering
Firat University Journal of Experimental and Computational Engineering
Gazi Üniversitesi Mühendislik Mimarlık Fakültesi Dergisi
Gazi Üniversitesi Mühendislik Mimarlık Fakültesi Dergisi
International Journal of Innovative Engineering Applications
International Journal of Innovative Engineering Applications
Turkish Journal of Science and Technology
Turkish Journal of Science and Technology
Editorship
Türkiye Bilişim Vakfı Bilgisayar Bilimleri ve Mühendisliği Dergisi
Türkiye Bilişim Vakfı Bilgisayar Bilimleri ve Mühendisliği Dergisi
Section Editor
Section Editor
Editorial Board Memberships

Reviews

Balkan Journal of Electrical and Computer Engineering
Balkan Journal of Electrical and Computer Engineering
International Journal of Innovative Engineering Applications
International Journal of Innovative Engineering Applications
Journal of Engineering Sciences and Design
Journal of Engineering Sciences and Design
NATURENGS
NATURENGS

Publications

Predicting Student Dropout Using Explainable Artificial Intelligence: The Impact of SMOTE-Based Class Balancing Techniques
Authors: Merve Zirekgür , Barış Karakaya , Derya Avcı
Published: 2026 , Firat University Journal of Experimental and Computational Engineering
DOI: 10.62520/fujece.1887893
CITED 1 FAVORITE 0 TOTAL DOWNLOAD COUNT 288

1

0

288

In-depth analysis of machine learning models and explainable artificial intelligence methods in diabetes diagnosis
Authors: Hakan Güler , Derya Avcı , Mustafa Ulaş , Tülay Omma
Published: 2025 , Gazi Üniversitesi Mühendislik Mimarlık Fakültesi Dergisi
DOI: 10.17341/gazimmfd.1552790
CITED 1 FAVORITE 0 TOTAL DOWNLOAD COUNT 980

1

0

980

Classification of Brain Tumors Using Artificial Intelligence
Authors: Sedat Bayaral , Evrim Gül , Derya Avcı
Published: 2025 , International Journal of Innovative Engineering Applications
DOI: 10.46460/ijiea.1563426
CITED 2 FAVORITE 0 TOTAL DOWNLOAD COUNT 1093

2

0

1093

Prediction of Obesity Levels by Neighborhood Component Analysis Based Machine Learning Methods
Authors: Çağla Danacı , Derya Avcı , Seda Arslan Tuncer
Published: 2023 , Fırat Üniversitesi Mühendislik Bilimleri Dergisi
DOI: 10.35234/fumbd.1234161
CITED 2 FAVORITE 0 TOTAL DOWNLOAD COUNT 2047

2

0

2047

The Effect of Super Resolution Method on Classification Performance of Satellite Images
Authors: Ayşe Cengiz , Derya Avcı
Published: 2023 , Turkish Journal of Science and Technology
DOI: 10.55525/tjst.1252420
CITED 2 FAVORITE 0 TOTAL DOWNLOAD COUNT 1955

2

0

1955

Anomaly Detection from Traffic Video Analysis Data and Classification with Differential Evolution Algorithm Extreme Learning Machine
Authors: Derya Avcı , Yasin Sönmez
Published: 2021 , International Journal of Innovative Engineering Applications
DOI: 10.46460/ijiea.900251
CITED 1 FAVORITE 0 TOTAL DOWNLOAD COUNT 1320

1

0

1320

Application of Deep Learning Based Super Resolution Methods To Satellite Images And Improvement Of Images
Authors: Ayşe Cengiz , Derya Avcı
Published: 2021 , Afyon Kocatepe University Journal of Science and Engineering
DOI: 10.35414/akufemubid.829644
CITED 1 FAVORITE 0 TOTAL DOWNLOAD COUNT 2159

1

0

2159

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