Author

Balaji M. Patil

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Conference Open access Sep 2026

Deepfake Audio Detection Using MFCC-Based Acoustic Feature Extraction and Machine Learning Classification: A Comprehensive Framework

It is suggested that when executed conscientiously, principled feature engineering can be a viable alternative to large-scale deep learning for this class of problems.

Soniya Motiwal, Balaji M. Patil · Engineering & Technology · 0 citations

Review Open access Aug 2026

Severity Detection of Anxiety, Depression, And Stress Using Ensemble Learning and Deep Neural Networks: A Multi-Class Approach

The results showed that Random Forest did the best out of all the models, and this, along with the best performance as a whole, led to the conclusion that ensemble methods are a reliable way to classify different levels of mental health seriousness.

Neha Rajas, Balaji M. Patil · International journal of com... · 0 citations