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Author

Sankhayan Choudhury

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Jul 2026

Enhancing Transparency in Cardiovascular Disease Prediction Using CNN-MLP and Explainable AI Framework for Sustainable Health Care

This study aims to provide a multimodal, comprehensive, effective, and clinically interpretable AI model for heart disease prediction that integrates Electrocardiogram (ECG) and Electronic Health Record (EHR) data, identifying the most informative features by assigning relevance scores.

Sima Ghosh, Bihan Chowdhuri, Soumyadeep Mondal et al. · 0 citations
Aug 2026

A large language model framework for predicting significant equity index fluctuations

It is concluded that the genuinely difficult part of deployment is tail-event detection rather than directional forecasting, and that a credible evaluation must rely on event-sensitive metrics and time-aware validation; without them, performance under heavy imbalance is easily overstated.

Rishov Nag, Sankhayan Choudhury · 0 citations

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