Publications & Works

Publication Network
Articles 20
All (20)
SCI-E, SSCI, AHCI (16)
SCI-E, SSCI, AHCI, ESCI (16)
Scopus (16)
TRDizin (5)

1. Efficient Olive Leaf Disease Detection Using Composite Feature Selection and Ensemble Learning

GÜNDÜZ H.
AGRONOMY-BASEL , vol.16, no.11, 2026 (SCI-Expanded, Scopus)

2. Efficient Olive Leaf Disease Detection via Hybrid Artificial Rabbit Optimization and Genetic Algorithm-Based Deep Feature Selection

Turkmenoglu C., GÜNDÜZ H., Gazioglu E.
AGRICULTURE-BASEL , vol.16, no.5, 2026 (SCI-Expanded, Scopus)

3. A hybrid feature fusion approach for multiclass Wi-Fi intrusion detection using classical machine learning

Şolpan Ş., Gündüz H., Küçük K., Özyurt F.
INTERNATIONAL JOURNAL OF INFORMATION SECURITY , vol.25, no.2, 2026 (SCI-Expanded, Scopus)

4. Crowdfunding as an E-Commerce Mechanism: A Deep Learning Approach to Predicting Success Using Reduced Generative AI Embeddings

GÜNDÜZ H., Klein M., Bayrak Meydanoglu E. S.
Journal of Theoretical and Applied Electronic Commerce Research , vol.21, no.1, 2026 (SSCI, Scopus) Creative Commons License

5. Efficient Parkinson's disease classification from speech with filter-based feature selection and Genetic Algorithm-Bayesian Optimization ensemble integration

Gündüz H.
PEERJ COMPUTER SCIENCE , vol.11, 2025 (SCI-Expanded, Scopus)

6. Scalable Gender Profiling from Turkish Texts Using Deep Embeddings and Meta-Heuristic Feature Selection

Gündüz H.
JOURNAL OF THEORETICAL AND APPLIED ELECTRONIC COMMERCE RESEARCH , vol.20, no.4, 2025 (SSCI, Scopus)

7. Scalable and Efficient Protein Secondary Structure Prediction Using Autoencoder-Reduced ProtBERT Embeddings

Al-Shameri Y. N. H., Kösesoy İ., Gündüz H., Yılmaz Ö. F.
Applied Sciences (Switzerland) , vol.15, no.13, 2025 (SCI-Expanded, Scopus)

8. Comparative analysis of BERT and FastText representations on crowdfunding campaign success prediction

Gündüz H.
PEERJ COMPUTER SCIENCE , vol.10, 2024 (SCI-Expanded, Scopus) Sustainable Development

9. SENTIMENT ANALYSIS ON TURKISH MOVIE REVIEWS WITH DEEP BIDIRECTIONAL ENCODER REPRESENTATIONS FROM TRANSFORMERS (BERT) AND SUPPORT VECTOR MACHINES

GÜNDÜZ H.
KSÜ Mühendislik Bilimleri Dergisi , vol.26, no.2, pp.542-549, 2023 (TRDizin)

10. Malware detection framework based on graph variational autoencoder extracted embeddings from API-call graphs

GÜNDÜZ H.
PEERJ COMPUTER SCIENCE , vol.8, 2022 (SCI-Expanded, Scopus)

11. Malware Detection Based on Graph Attention Networks for Intelligent Transportation Systems

Catal C., GÜNDÜZ H., ÖZCAN A.
ELECTRONICS , vol.10, no.20, 2021 (SCI-Expanded, Scopus) Creative Commons License Sustainable Development

12. An efficient stock market prediction model using hybrid feature reduction method based on variational autoencoders and recursive feature elimination

Gunduz H.
FINANCIAL INNOVATION , vol.7, no.1, 2021 (SSCI, Scopus) Creative Commons License

13. An efficient dimensionality reduction method using filter-based feature selection and variational autoencoders on Parkinson's disease classification

GÜNDÜZ O. H.
BIOMEDICAL SIGNAL PROCESSING AND CONTROL , vol.66, 2021 (SCI-Expanded, Scopus)

14. WEKA Veri Madenciliği Yazılımının Sürümleri Arasındaki Kalite Değişimlerinin QMOOD ile İncelenmesi

GÜNDÜZ H.
Bilecik Şeyh Edebali Üniversitesi Fen Bilimleri Dergisi , vol.7, no.2, pp.825-836, 2020 (TRDizin)

15. Filtre Tabanlı Nitelik Seçimi ve Topluluk Öğrenme Yaklaşımlarıyla Borsa İstanbul Enerji Endeksi Yön Tahmini

GÜNDÜZ H.
European Journal of Science and Technology , pp.215-220, 2020 (TRDizin)

16. Parkinson Hastalığı Tespitinde Farklı Boyutsallık İndirgeme Yöntemlerinin Karşılaştırılması

GÜNDÜZ H.
European Journal of Science and Technology , pp.1164-1172, 2019 (TRDizin)

17. Deep Learning-Based Parkinson's Disease Classification Using Vocal Feature Sets

Gunduz H.
IEEE ACCESS , vol.7, pp.115540-115551, 2019 (SCI-Expanded, Scopus) Creative Commons License

18. Intraday prediction of Borsa Istanbul using convolutional neural networks and feature correlations

Gunduz H., Yaslan Y., Çataltepe Z.
KNOWLEDGE-BASED SYSTEMS , vol.137, pp.138-148, 2017 (SCI-Expanded, Scopus)

19. Stock daily return prediction using expanded features and feature selection

Gunduz H., Çataltepe Z., Yaslan Y.
TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES , vol.25, no.6, pp.4829-4840, 2017 (SCI-Expanded, Scopus, TRDizin)

20. Borsa Istanbul (BIST) daily prediction using financial news and balanced feature selection

Gunduz H., Çataltepe Z.
EXPERT SYSTEMS WITH APPLICATIONS , vol.42, no.22, pp.9001-9011, 2015 (SCI-Expanded, Scopus) Sustainable Development
Papers Presented at Peer-Reviewed Scientific Conferences 17

1. Kestirimci Bakım için Güçlendirme Algoritmalarının Karşılaştırmalı Analizi Zamansal Özelliklerin Rolü

ERİŞ E., GÜNDÜZ H.
23rd International Istanbul Congress on Life, Engineering, Architecture, and Mathematical Sciences, İstanbul, Turkey, 20 November 2025, (Full Text)

2. Binary Search Algorithm-Inspired Hybrid Feature Selection

ŞOLPAN Ş., GÜNDÜZ H., KÜÇÜK K.
7th International Conference on Research in Computational Intelligence and Communication Networks, ICRCICN 2025, Hybrid, Kalyani, India, 20 - 21 December 2025, pp.623-628, (Full Text)

3. AI-Driven Detection of Parkinson’s Disease through Vocal Feature Optimization

ÖZBİLEN M. L., ÖZEN F., KINDAP A. Ş., GÜNDÜZ H., HALEPMOLLASI R., HAKLIDIR M.
IV. International Artificial Intelligence in Health Congress, 15 November 2024, (Summary Text)

4. Yapay Öğrenme Yöntemleriyle Ses Kayıtlarının Metne Dönüştürülmesi

Baş S., Gündüz H.
6th International Conference on Data Science and Applications 2024 (ICONDATA'24), Priştine, Kosovo, 2 - 06 September 2024, pp.155-162, (Full Text)

5. Borsa Istanbul Stock Direction Prediction with Feature Selection and Artificial Learning Algorithms

Karaca H., Gündüz H.
6th International Conference on Data Science and Applications 2024 (ICONDATA'24), Priştine, Kosovo, 2 - 06 September 2024, pp.147-154, (Full Text)

6. Wi-Fi Network Intrusion Detection: Enhanced with Feature Extraction and Machine Learning Algorithms

ŞOLPAN Ş., GÜNDÜZ H., KÜÇÜK K.
8th International Artificial Intelligence and Data Processing Symposium, IDAP 2024, Malatya, Turkey, 21 - 22 September 2024, (Full Text)

7. Derin Öğrenme, Topluluk Öğrenme ve Doğrusal Regresyon Modelleri Kullanılarak Metro Yolcu Akış Tahmini

GÜNDÜZ H.
10th International Scientific Research Congress - Science and Engineering-, Turkey, 10 - 11 April 2021, (Summary Text)

8. Stock Market Prediction with Stacked Autoencoder Based Feature Reduction

GÜNDÜZ H.
2020 28th Signal Processing and Communications Applications Conference (SIU), Gaziantep, Turkey, Turkey, 5 - 07 October 2020, (Full Text)

9. Detection of Parkinson’s Disease with Different Voice Feature Sets

GÜNDÜZ H.
International Marmara Sciences Congress (IMASCON Autumn 2019), Kocaeli, Turkey, 1 - 03 November 2019, (Full Text)

10. Metro Passenger Flow Estimation with Different Regression Models

GÜNDÜZ H.
International Marmara Sciences Congress (IMASCON Autumn 2019), Kocaeli, Turkey, 1 - 03 November 2019, (Full Text)

11. Stock market prediction with deep learning using financial news

GÜNDÜZ H., YASLAN Y., ÇATALTEPE Z.
2018 26th Signal Processing and Communications Applications Conference (SIU), İzmir, Turkey, 2 - 05 May 2018, (Full Text)

12. Stock market direction prediction using deep neural networks

GÜNDÜZ H., YASLAN Y., ÇATALTEPE Z.
25th Signal Processing and Communications Applications Conference (SIU), 15 - 18 May 2017, (Full Text)

13. Image search system with feedback

GÜNDÜZ H., KOÇAL O. H.
2016 24th Signal Processing and Communication Application Conference (SIU), Zonguldak, Turkey, Turkey, 16 - 19 May 2016, (Full Text)

14. An Extension to Local Network Alignment using Hidden Markov Models (HMMs)

GÜNDÜZ H., SÜZER İ.
Proceedings of the 9th International Joint Conference on Biomedical Engineering Systems and Technologies, Rome, Italy, Italy, 21 - 23 February 2016, (Full Text)

15. Big data feature selection and projection for gender prediction based on user web behaviour

Gülşen E., GÜNDÜZ H., ÇATALTEPE Z., Serinol L.
2015 23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Turkey, Turkey, 16 - 19 May 2015, (Full Text)

16. Glasses detection in face images using histogram of Oriented Gradients

GÜNDÜZ H., HALEPMOLLASI R., SARAÇ Ö. S.
2014 22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, Turkey, 23 - 25 April 2014, (Full Text)

17. Prediction of Istanbul Stock Exchange ISE direction based on news articles

GÜNDÜZ H., ÇATALTEPE Z.
The Third International Conference on Digital Information Processing and Communications (ICDIPC), Dubai, United Arab Emirates, 3 - 05 February 2013, (Full Text)
Books 3

1. Predictive Analysis of the Cryptocurrencies’ Movement Direction Using Machine Learning Methods

TİMUÇİN T., BAYIROĞLU H., GÜNDÜZ H., KARAGÜL YILDIZ T., ATAGÜN E.
in: Trends in Data Engineering Methods for Intelligent Systems. ICAIAME 2020. Lecture Notes on Data Engineering and Communications Technologies, Hemanth J., Yigit T., Patrut B., Angelopoulou A, Editor, Springer, pp.256-264, 2021

2. Text Mining Based Decision Making Process in Kickstarter Platform

KARAGÜL YILDIZ T., ATAGÜN E., BAYIROĞLU H., TİMUÇİN T., GÜNDÜZ H.
in: Trends in Data Engineering Methods for Intelligent Systems. ICAIAME 2020. Lecture Notes on Data Engineering and Communications Technologies, Hemanth J., Yigit T., Patrut B., Angelopoulou A., Editor, Springer, Cham, pp.344-349, 2021

3. Effective Factor Detection in Crowdfunding Systems

ATAGÜN E., KARAGÜL YILDIZ T., TİMUÇİN T., GÜNDÜZ H., BAYIROĞLU H.
in: Trends in Data Engineering Methods for Intelligent Systems. ICAIAME 2020. Lecture Notes on Data Engineering and Communications Technologies, Hemanth J., Yigit T., Patrut B., Angelopoulou A, Editor, Springer, pp.246-255, 2021
Metrics

Publication

40

Publication (WoS)

20

Publication (Scopus)

26

Citation (WoS)

558

H-Index (WoS)

7

Citation (Scopus)

862

H-Index (Scopus)

9

Citation (Scholar)

1208

H-Index (Scholar)

12

Citation (TrDizin)

1

H-Index (TrDizin)

1

Citation (Sum Other)

1

Project

12

Intellectual Property

1

Thesis Advisory

5

Open Access

9
UN Sustainable Development Goals
SDG 1: GOAL 1: NO POVERTY
SDG 3: GOAL 3: GOOD HEALTH AND WELL-BEING
SDG 5: GOAL 5: GENDER EQUALITY
SDG 9: GOAL 9: INDUSTRIAL INNOVATION AND INFRASTRUCTURE
SDG 17: GOAL 17: PARTNERSHIPS FOR THE GOALS