Author

S. Rautaray

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Open access Oct 2026

A Locally Adaptive Multi-Resolution Encoding Framework for Spiking Neural Network based ECG Beat Classification

Objectives This study highlights the importance of an appropriate encoding technique in Spiking Neural Networks, and proposes the use of multiresolution encoding, which combines multiple encodings based on input features. Methods This research experiments on The MITBIH dataset was split into train-test data using AAMI...

Sarita Mishra, S. Rautaray, R. Barik · F1000Research · 0 citations

Open access Sep 2026

An Interpretable and Optimized Attention-Driven LSTM Framework for Email Sentiment Classification

The effectiveness of attention-enhanced sequence models for robust and scalable email sentiment classification is revealed and the use of deep learning models is better than other techniques in terms of understanding sequential dependencies in the input data.

B. Pradhan, Amiya Ranjan Panda, S. Rautaray et al. · F1000Research · 0 citations