Smartphone-based human activity recognition [electronic resource] / Jorge Luis Reyes Ortiz.
2015
TK7882.P7
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Details
Title
Smartphone-based human activity recognition [electronic resource] / Jorge Luis Reyes Ortiz.
ISBN
9783319142746 electronic book
3319142747 electronic book
9783319142739
3319142747 electronic book
9783319142739
Published
Cham : Springer, [2015]
Copyright
©2015
Language
English
Description
1 online resource : illustrations.
Item Number
10.1007/978-3-319-14274-6 doi
Call Number
TK7882.P7
Dewey Decimal Classification
006.3
Summary
The book reports on the author?s original work to address the use of today?s state-of-the-art smartphones for human physical activity recognition. By exploiting the sensing, computing and communication capabilities currently available in these devices, the author developed a novel smartphone-based activity-recognition system, which takes into consideration all aspects of online human activity recognition, from experimental data collection, to machine learning algorithms and hardware implementation. The book also discusses and describes solutions to some of the challenges that arose during the development of this approach, such as real-time operation, high accuracy, low battery consumption and unobtrusiveness. It clearly shows that it is possible to perform real-time recognition of activities with high accuracy using current smartphone technologies. As well as a detailed description of the methods, this book also provides readers with a comprehensive review of the fundamental concepts in human activity recognition. It also gives an accurate analysis of the most influential works in the field and discusses them in detail. This thesis was supervised by both the Universitat Politècnica de Catalunya (primary institution) and University of Genoa (secondary institution) as part of the Erasmus Mundus Joint Doctorate in Interactive and Cognitive Environments.
Note
"Doctoral Thesis accepted by Universitat Politècnica de Catalunya, Spain and Università degli Studi di Genova, Italy."
Bibliography, etc. Note
Includes bibliographical references.
Access Note
Access limited to authorized users.
Series
Springer theses.
Available in Other Form
Print version: 9783319142739
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Table of Contents
Human Activity Recognition Essentials
Data Collection and Offline Activity Recognition
Online Activity Recognition with Smartphones.
Data Collection and Offline Activity Recognition
Online Activity Recognition with Smartphones.