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Name - Chhaya Nayak (20ENG7CSE0003)

Branch - Computer Science & Engineering

Faculty - Faculty of Engineering & Technology

Date of Registration - 20th January 2021

Supervisor - Dr. Sachin Patel, Professor.

Date of Ph.D. Viva - 18th June 2025 (Wednesday)

Title - Multimodal Analysis based Mental Health Evaluation using Deep Learning Approach


1. Chhaya Nayak ,Sachin Patel “Deep Learning based Depression Estimation using Facial Expressions” Presented in International Conference on Recent Advances in Engineering, Science and Technology ,March 15,2024 with
(ISBN: 978-81-965128-8-0) and proceedings published in International Journal of Innovations in Engineering and Science, Vol. 9, No. 2, 2024, pp. 1-6 e-ISSN: 2456-3463.


2. Chhaya Nayak ,Sachin Patel “Advancing Mental Health Diagnostics: The Role of Multimodal Data and Deep Learning Techniques” Published in Scopus Indexed 3rd International Conference on Advanced Communication and Intelligent Systems,May 16-17, 2024.


3. Chhaya Nayak ,Sachin Patel “Advancing Mental Health Diagnostics Through the Fusion of Multimodal Data with CNN and LSTM Techniques” Published in Scopus Indexed Journal “Communications on Applied Nonlinear Analysis”,ISSN: 1074-133X Vol 32 No. 7s (2025).


4. Chhaya Nayak ,Sachin Patel “Integrating Multimodal Data with CNN and LSTM Models: A Paradigm Shift in Mental Health Diagnostics, Published in Scopus Indexed Journal “Journal of Neonatal Surgery” ISSN(Online):
2226-0439,Vol. 14, Issue 3 (2025).


5. Chhaya Nayak ,Sachin Patel “Optimizing Mental Health Diagnostics with Hybrid Deep Learning and Multimodal Data Fusion”, Accepted in Scopus Indexed Journal “International Journal of Environmental Sciences”.