Human Activity Recognition: Using Wearable Sensors and Smartphones (Hardcover)
暫譯: 人類活動識別:使用可穿戴感測器與智慧型手機
Miguel A. Labrador, Oscar D. Lara Yejas
- 出版商: CRC
- 出版日期: 2013-12-05
- 售價: $6,190
- 貴賓價: 9.5 折 $5,881
- 語言: 英文
- 頁數: 207
- 裝訂: Hardcover
- ISBN: 1466588276
- ISBN-13: 9781466588271
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相關分類:
感測器 Sensor、穿戴式裝置 Wearable
海外代購書籍(需單獨結帳)
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商品描述
Learn How to Design and Implement HAR Systems
The pervasiveness and range of capabilities of today’s mobile devices have enabled a wide spectrum of mobile applications that are transforming our daily lives, from smartphones equipped with GPS to integrated mobile sensors that acquire physiological data. Human Activity Recognition: Using Wearable Sensors and Smartphones focuses on the automatic identification of human activities from pervasive wearable sensors—a crucial component for health monitoring and also applicable to other areas, such as entertainment and tactical operations.
Developed from the authors’ nearly four years of rigorous research in the field, the book covers the theory, fundamentals, and applications of human activity recognition (HAR). The authors examine how machine learning and pattern recognition tools help determine a user’s activity during a certain period of time. They propose two systems for performing HAR: Centinela, an offline server-oriented HAR system, and Vigilante, a completely mobile real-time activity recognition system. The book also provides a practical guide to the development of activity recognition applications in the Android framework.
商品描述(中文翻譯)
學習如何設計和實現人類活動識別系統
當今行動裝置的普及性和多樣化功能使得各種行動應用程式得以蓬勃發展,這些應用程式正在改變我們的日常生活,從配備 GPS 的智慧型手機到整合的行動感測器,能夠獲取生理數據。人類活動識別:使用可穿戴感測器和智慧型手機專注於從普遍的可穿戴感測器自動識別人類活動,這是健康監測的重要組成部分,並且也適用於其他領域,如娛樂和戰術操作。
本書基於作者近四年的嚴謹研究,涵蓋了人類活動識別(HAR)的理論、基本原理和應用。作者探討了機器學習和模式識別工具如何幫助確定用戶在特定時間內的活動。他們提出了兩個進行 HAR 的系統:Centinela,一個離線伺服器導向的 HAR 系統,以及 Vigilante,一個完全行動的即時活動識別系統。本書還提供了在 Android 框架中開發活動識別應用程式的實用指南。