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Author

Sonal S. Deshmukh

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Open access Aug 2026

Attention-enhanced LSTM framework for stock forecasting using Bayesian optimization

A hybrid framework by integrating Multi-Head Self-Attention mechanism into baseline LSTM architecture to dynamically weight critical historical features, combined with Bayesian optimization to systematically refine hyper-parameters for superior forecasting accuracy is proposed.

S. Shameem, Sonal S. Deshmukh · 0 citations
Open access Jul 2026

Ontology-Based Text Summarization for Marathi Legal Documents

This research aims to create an ontology-based method for summarizing government documents by improving understanding using domain-specific terms and their relationships and shows that the summaries are accurate, meaningful and match the reference summaries.

Vaishali S. Kapse, Sonal S. Deshmukh · 0 citations

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