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2026	Evaluating Current Trends in Stress and Depression Detection Using Artificial Intelligence and Machine Learning Intelligent Hospital Aum Pandya, Nirvaan Singhal, Prisha Panchal, Janmejay Patel, Lamya Patel, Vipanshi Thesia, Merik Patel
2025	Detecting Anxiety via Machine Learning Algorithms: A Literature Review IEEE Transactions on Emerging Topics in Computational Intelligence M.-H. Tayarani-N., Shamim Ibne Shahid
2025	KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking International Journal of Machine Learning and Cybernetics Shikha Shikha, Divyashikha Sethia, S. Indu
2025	Spatiotemporal Connectivity and Fractal–Spectral Profiles (STC-FSP): A Handcrafted Feature Framework for EEG-Based Mental Stress Recognition IEEE Access Dwi Utari Surya, Sholeh Hadi Pramono, Panca Mudjirahardjo, Muhammad Aziz Muslim, Cries Avian, Mahdin Rohmatillah
2025	2025 5th International Conference on Soft Computing for Security Applications (ICSCSA) Boopathi Raja G, Ajitha N, Ashwin G, Divakar S, Dhanushree M
2025	Impact of brain regions on attention deficit hyperactivity disorder (ADHD) electroencephalogram (EEG) signals: Comparison of machine learning algorithms with empirical mode decomposition and time domain analysis Applied Neuropsychology: Child Manjusha Deshmukh, Mahi Khemchandani, Mitali Mhatre
2025	EEG Tabanlı Beyin-Bilgisayar Arayüzleri ile Sanatsal Deneyim Tasarımı Medeniyet Sanat Dergisi Fatih Kılavuz, Bahadır Uçan
2025	Exploring the Effectiveness of Machine Learning and Deep Learning Techniques for EEG Signal Classification in Neurological Disorders IEEE Access Souhaila Khalfallah, William Puech, Mehdi Tlija, Kais Bouallegue
2025	Neurobiological Insights Into Premature Ejaculation: Integrating Electroencephalography and Multimodal Techniques Andrologia Houdong He, Jiawei Gong, Yinan Lv, Hongzhe Xu, Hao Zhang, Tao Zhou, Yue Duan
2025	2025 3rd Cognitive Models and Artificial Intelligence Conference (AICCONF) Ahuanari M. Maria Alexandra, Gómez D. Cristhian Gabriel, Navarrete V. Elio
2025	2025 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery (CyberC) Jianing Li, Nanlin Jin
2025	Exploring Diverse Features: A Thorough Survey for Anxiety Disorders EAI Endorsed Transactions on Pervasive Health and Technology Rakhi Nagpal, Saravjeet Singh, Aditi Moudgil
2025	Preliminary Electroencephalography-Based Assessment of Anxiety Using Machine Learning: A Pilot Study Brain Sciences Katarzyna Mróz, Kamil Jonak
2025	A systematic review on physiology-based anxiety detection using machine learning Biomedical Physics & Engineering Express Shikha, Divyashikha Sethia, S Indu
2025	AI-driven early diagnosis of specific mental disorders: a comprehensive study Cognitive Neurodynamics Firuze Damla Eryılmaz Baran, Meric Cetin
2025	A systematic review of EEG-based biomarkers for depression, anxiety, and bipolar disorder: trends in explainable artificial intelligence (XAI) BMC Psychiatry Lijiang Zhai, Min Zhao, Jia Zhang, Muhammad Jamil, Rida Naz, Caina Li
2025	AI-based tools for early detection and accurate diagnosis of anxiety disorder (systematic review) Network Modeling Analysis in Health Informatics and Bioinformatics Asmaa Alaaeldin, Reda Alhajj
2025	Machine learning approaches to anxiety detection: trends, model evaluation, and future directions Frontiers in Artificial Intelligence Meruyert Taskynbayeva, Alina Gutoreva
2025	2025 International Joint Conference on Neural Networks (IJCNN) Ling Yan, Junhao Chen, Kaichen Shen, Ruiji Xu, Keji Mao
2024	A Lightweight Multi-Mental Disorders Detection Method Using Entropy-Based Matrix from Single-Channel EEG Signals Brain Sciences Jiawen Li, Guanyuan Feng, Jujian Lv, Yanmei Chen, Rongjun Chen, Fei Chen, Shuang Zhang, Mang-I Vai, Sio-Hang Pun, Peng-Un Mak
2024	Enhanced diagnostics for generalized anxiety disorder: leveraging differential channel and functional connectivity features based on frontal EEG signals Scientific Reports Wei Liu, Bin Zhou, Gang Li, Xiaodong Luo
2024	Survival Prediction of Patients after Heart Attack and Breast Cancer Surgery with a Hybrid Model Built with Particle Swarm Optimization, Stacked AutoEncoders, and the Softmax Classifier Biomimetics Mehmet Akif Bülbül, Mehmet Fatih Işık
2024	2024 Asia Pacific Conference on Innovation in Technology (APCIT) Shikha Shikha, Divyashikha Sethia, S. Indu
2024	2024 7th Asia Conference on Cognitive Engineering and Intelligent lnteraction (CEII) Nazmus Sakib, Md. Kafiul Islam, Tasnuva Faruk
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