Proactive Stress Management Using LSTM Forecasting, Deep Reinforcement - Softcover

Jha, Abhijit Kumar; Srivastava, Siddharth

 
9786630078862: Proactive Stress Management Using LSTM Forecasting, Deep Reinforcement
Softcover
ISBN 10: 6630078861 ISBN 13: 9786630078862
Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

In today's life, stress has become a big issue because of excessive working load, study pressure, and unhealthy lifestyle habits. It also impacts the physical health. Typical stress monitoring systems are largely reactive, meaning that they only detect stress once it has occurred, and thus cannot provide timely intervention. In this study, a proactive stress management model based on the wearable physiological signals and intelligent decision-making is proposed, with the aim of predicting or controlling the physiological changes caused by stress by using physiological signals as the input to the system. The proposed system combines three models: Bidirectional Long Short-Term Memory (Bi-LSTM) forecasting, Deep Reinforcement Learning (DRL), and SHAP explainability, to create a predictive and adaptive health support system.

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Über die Autorin bzw. den Autor

Abhijit Kumar Jha has completed his B.Tech from BEU, Patna, Bihar, India in 2023. In 2026 he submitted his M.Tech thesis in HBTU, Kanpur, Uttar Pradesh, India. Currently he is doing research in field of AI & ML.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2026
Sprache
Englisch
ISBN 10 
6630078861
ISBN 13 
9786630078862
Einband
Taschenbuch
Anzahl der Seiten
120
Kontakt zum Hersteller
Nicht verfügbar
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