Innovative Artificial Intelligence Home

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24.01.2025 13:55

About

The INNAI journal has started to accept manuscripts for November 2026 issue.

The Innovative Artificial Intelligence (INNAI) is an international peer-reviewed open access journal that publishes original contributions to scientific fields in which artificial intelligence theory, methods, and applications are developed. It is published in English periodically.

INNAI aims to boost the development and application of artificial intelligence in all scientific fields by sharing innovative methods and applications and bringing together scientists in this fields. Research articles and reviews on all scientific or application topics in artificial intelligence are welcomed.

Statistics

Time to First Decision

7 days

Time to Final Decision

46 days

Time to Publication

28 days

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Archive

2026 - Volume 2, Issue 1 2025 - Volume 1, Issue 2 2025 - Volume 1, Issue 1

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Articles

Research Article Using LSTM and GRU-Based Deep Learning Approaches: Sustainable Energy Optimization in the Steel Industry

Zeynep Özer , Alican Doğan ^*
May 31, 2026 Page 1-9

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Review Article The AI Paradigm Shift: A Comparative Review of Applications and Challenges in Healthcare, Finance, E-commerce, Automotive, and Manufacturing

Pouya Paidar ^* , Hüseyin Temuçin
May 31, 2026 Page 10-30

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Research Article Predicting Depression Among University Students Using Machine Learning: A Comparative Study with Deployment Framework

Furkan Özdal , Ali Ulakci ^*
May 31, 2026 Page 31-41

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Research Article A Software Engineering Framework for Intelligent Code Smell Detection with Machine Learning

Kökten Ulaş Birant ^*
May 31, 2026 Page 42-48

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Research Article RF-MRPM: A Random Forest–based Mortality Risk Prediction Model Using Clinical Features for Intensive Care Unit Patients with Superior Predictive Accuracy over the APACHE Score

Bita Ghasemkhani ^* , Alper Özdemir , Mesut Ekinci , Emine Korük , Nazmi Korük , Abdulgani Kahraman
May 31, 2026 Page 49-62

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Research Article Using LSTM and GRU-Based Deep Learning Approaches: Sustainable Energy Optimization in the Steel Industry

Zeynep Özer , Alican Doğan ^*
May 31, 2026 Page 1-9

View PDF
Review Article The AI Paradigm Shift: A Comparative Review of Applications and Challenges in Healthcare, Finance, E-commerce, Automotive, and Manufacturing

Pouya Paidar ^* , Hüseyin Temuçin
May 31, 2026 Page 10-30

View PDF
Research Article Predicting Depression Among University Students Using Machine Learning: A Comparative Study with Deployment Framework

Furkan Özdal , Ali Ulakci ^*
May 31, 2026 Page 31-41

View PDF
Research Article A Software Engineering Framework for Intelligent Code Smell Detection with Machine Learning

Kökten Ulaş Birant ^*
May 31, 2026 Page 42-48

View PDF
Research Article RF-MRPM: A Random Forest–based Mortality Risk Prediction Model Using Clinical Features for Intensive Care Unit Patients with Superior Predictive Accuracy over the APACHE Score

Bita Ghasemkhani ^* , Alper Özdemir , Mesut Ekinci , Emine Korük , Nazmi Korük , Abdulgani Kahraman
May 31, 2026 Page 49-62

View PDF

Research Article Using LSTM and GRU-Based Deep Learning Approaches: Sustainable Energy Optimization in the Steel Industry

Zeynep Özer , Alican Doğan ^*
May 31, 2026 Page 1-9

View PDF
Research Article RF-MRPM: A Random Forest–based Mortality Risk Prediction Model Using Clinical Features for Intensive Care Unit Patients with Superior Predictive Accuracy over the APACHE Score

Bita Ghasemkhani ^* , Alper Özdemir , Mesut Ekinci , Emine Korük , Nazmi Korük , Abdulgani Kahraman
May 31, 2026 Page 49-62

View PDF
Research Article A Software Engineering Framework for Intelligent Code Smell Detection with Machine Learning

Kökten Ulaş Birant ^*
May 31, 2026 Page 42-48

View PDF
Review Article The AI Paradigm Shift: A Comparative Review of Applications and Challenges in Healthcare, Finance, E-commerce, Automotive, and Manufacturing

Pouya Paidar ^* , Hüseyin Temuçin
May 31, 2026 Page 10-30

View PDF
Research Article Predicting Depression Among University Students Using Machine Learning: A Comparative Study with Deployment Framework

Furkan Özdal , Ali Ulakci ^*
May 31, 2026 Page 31-41

View PDF
Research Article Integrated Smart Waste Management System Based on Artificial Intelligence and IoT

Atilla Suncak ^* , Oğuzhan Akkoç , Hüseyin Eren Çeykel , Fatma Zehra Üçgül
November 30, 2025 Page 18-25

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Research Article Hybrid Natural Language Processing–Metadata Classification (HNLP–MC) Approach for Artificial Intelligence-Driven Categorization of Information Technology Service Desk Tickets in Healthcare Project Management Systems

Bita Ghasemkhani ^* , Mesut Ekinci , Alper Özdemir , Deniz Kılınç , Ramazan Bülbül
November 30, 2025 Page 34-41

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Research Article A New Strategy for Smart Urban Development with Digital Twin (DT) Technology

Raziyeh Teimouri ^* , Mahnaz Vaezlivari
November 30, 2025 Page 1-7

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Research Article GANs in Architecture and AI-Assisted Floor Plan Design: An Examination of ArchiGAN

Minel Kurtuluş ^*
November 30, 2025 Page 8-17

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Research Article Using Artificial Intelligence to Choose a Research Topic: A Comparative Study of Tax Evasion in Turkey and Greece

Robert Mcgee , Osman Geyik ^*
November 30, 2025 Page 26-33

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Review Article Multimodal Machine Learning in Cybersecurity

Pelin Yıldırım Taşer ^* , Mustafa Murat Taşer
May 31, 2025 Page 47-55

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Research Article Unsupervised Discovery of Affective Physiological States using Hierarchical Agglomerative Clustering

Helen Arya ^* , Muhammad Arya
May 31, 2025 Page 39-46

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Research Article Intelligent Forest Fire Detection Through Image Analysis with Distance Inference

Derya Deniz Kösecioğlu ^* , Akın Çetin , Bilge Kağan Üçdal
May 31, 2025 Page 29-38

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Research Article An Experimental Framework for Student Course Recommendation Using Large Language Models

Alican Doğan ^*
May 31, 2025 Page 21-28

View PDF
Research Article GANs in Architecture and AI-Assisted Floor Plan Design: An Examination of ArchiGAN

Minel Kurtuluş ^*
November 30, 2025 Page 8-17

View PDF
Research Article Integrated Smart Waste Management System Based on Artificial Intelligence and IoT

Atilla Suncak ^* , Oğuzhan Akkoç , Hüseyin Eren Çeykel , Fatma Zehra Üçgül
November 30, 2025 Page 18-25

View PDF
Research Article Hybrid Natural Language Processing–Metadata Classification (HNLP–MC) Approach for Artificial Intelligence-Driven Categorization of Information Technology Service Desk Tickets in Healthcare Project Management Systems

Bita Ghasemkhani ^* , Mesut Ekinci , Alper Özdemir , Deniz Kılınç , Ramazan Bülbül
November 30, 2025 Page 34-41

View PDF
Research Article Energy-Efficient Error Control Approach for Optimal Pathfinding Using the Floyd Algorithm in Wireless Sensor Networks

Bita Ghasemkhani ^* , Shahram Babaie
May 31, 2025 Page 1-13

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Research Article Development of Artificial Intelligence-Supported Mobile Application Introducing Tree Species in Kastamonu

Atilla Suncak ^* , Okan İşsever , Zeynep Demiroğlu , Ensar Eren
May 31, 2025 Page 14-20

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Research Article A New Strategy for Smart Urban Development with Digital Twin (DT) Technology

Raziyeh Teimouri ^* , Mahnaz Vaezlivari
November 30, 2025 Page 1-7

View PDF

Research Article Development of Artificial Intelligence-Supported Mobile Application Introducing Tree Species in Kastamonu

Atilla Suncak ^* , Okan İşsever , Zeynep Demiroğlu , Ensar Eren
May 31, 2025 Page 14-20

View PDF
Research Article Hybrid Natural Language Processing–Metadata Classification (HNLP–MC) Approach for Artificial Intelligence-Driven Categorization of Information Technology Service Desk Tickets in Healthcare Project Management Systems

Bita Ghasemkhani ^* , Mesut Ekinci , Alper Özdemir , Deniz Kılınç , Ramazan Bülbül
November 30, 2025 Page 34-41

View PDF
Review Article Multimodal Machine Learning in Cybersecurity

Pelin Yıldırım Taşer ^* , Mustafa Murat Taşer
May 31, 2025 Page 47-55

View PDF
Research Article Energy-Efficient Error Control Approach for Optimal Pathfinding Using the Floyd Algorithm in Wireless Sensor Networks

Bita Ghasemkhani ^* , Shahram Babaie
May 31, 2025 Page 1-13

View PDF
Research Article An Experimental Framework for Student Course Recommendation Using Large Language Models

Alican Doğan ^*
May 31, 2025 Page 21-28

View PDF
Research Article Intelligent Forest Fire Detection Through Image Analysis with Distance Inference

Derya Deniz Kösecioğlu ^* , Akın Çetin , Bilge Kağan Üçdal
May 31, 2025 Page 29-38

View PDF
Research Article Integrated Smart Waste Management System Based on Artificial Intelligence and IoT

Atilla Suncak ^* , Oğuzhan Akkoç , Hüseyin Eren Çeykel , Fatma Zehra Üçgül
November 30, 2025 Page 18-25

View PDF
Research Article GANs in Architecture and AI-Assisted Floor Plan Design: An Examination of ArchiGAN

Minel Kurtuluş ^*
November 30, 2025 Page 8-17

View PDF
Research Article Unsupervised Discovery of Affective Physiological States using Hierarchical Agglomerative Clustering

Helen Arya ^* , Muhammad Arya
May 31, 2025 Page 39-46

View PDF
Research Article Using Artificial Intelligence to Choose a Research Topic: A Comparative Study of Tax Evasion in Turkey and Greece

Robert Mcgee , Osman Geyik ^*
November 30, 2025 Page 26-33

View PDF

View All Articles

Journal Information

e-ISSN

3062-4223

Founded

2025

Publisher

Dokuz Eylul University

Coordinator of Scientific Publishing

Ali Taş
bilyaykor@deu.edu.tr

Primary Editor

Assoc. Prof. Dr. Özlem Varlıklar
aktas.ozlem@deu.edu.tr

Publication Model

Periodical Publication (May - November)

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