Smartphone Sensor-based Human Activity Recognition System

Name: Smartphone Sensor-based Human Activity Recognition System
Brand: Springer, Berlin
SKU: 9789819572052
Price: 166.38 EUR
Availability: InStock

In-Depth Design Analysis with New Tools and Techniques

Autor: Nurul Amin Choudhury, Badal Soni

Jazyk:

Väzba: Pevná

Vydavateľ: Springer, Berlin

Dostupnosť: U vydavateľa na objednávku

Odosielame za 17-27 dní

166.38 €

This book provides an in-depth analysis of the design and implementation of a smartphone sensor-base...

Informácie o knihe

Autor

Nurul Amin Choudhury, Badal Soni

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2026

Stránok

153

EAN

9789819572052

Enbook ID

50310473

Vydavateľ

Springer, Berlin

Hmotnosť

297

Rozmery

155 x 235

Kompletný popis

This book provides an in-depth analysis of the design and implementation of a smartphone sensor-based Human Activity Recognition (HAR) system using advanced learning models. It offers detailed insights into key advancements and future directions for HAR system development. The content includes a comprehensive literature review on wearable sensor-based HAR, along with descriptions of publicly available datasets for building HAR systems. To overcome the limitations of existing sensor-based HAR systems, the book emphasizes the creation of a robust HAR dataset in uncontrolled environments. This dataset is developed using built-in smartphone sensors, enabling real-time activity classification. The book presents multiple effective and optimized classifiers for developing efficient HAR systems, leveraging both self-generated and publicly available data.

The book demonstrates high effectiveness in real-time activity classification and addresses common challenges such as class imbalance and domain shift. It provides practical methodologies and techniques to enhance HAR system performance. This book is an essential resource for professionals, healthcare practitioners, academics, researchers, and students specializing in health applications, signal processing, machine learning, ensemble learning, and deep learning. It offers extensive analysis and actionable insights for investigators, helping streamline product development through intelligent learning algorithms in the field of Human Activity Recognition.

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Smartphone Sensor-based Human Activity Recognition System

In-Depth Design Analysis with New Tools and Techniques

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