Towards robust activity recognition for everyday life: Methods and evaluation

The monitoring of physical activities under realistic, everyday life conditions - thus while an individual follows his regular daily routine - is usually neglected or even completely ignored. Therefore, this paper investigates the development and evaluation of robust methods for everyday life scenar...

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Vydané v:2013 7th International Conference on Pervasive Computing Technologies for Healthcare and Workshops s. 25 - 32
Hlavní autori: Reiss, Attila, Stricker, Didier, Hendeby, Gustaf
Médium: Konferenčný príspevok..
Jazyk:English
Vydavateľské údaje: IEEE 01.05.2013
ISBN:9781479902965, 1479902969, 1936968800, 9781936968800
ISSN:2153-1633
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Abstract The monitoring of physical activities under realistic, everyday life conditions - thus while an individual follows his regular daily routine - is usually neglected or even completely ignored. Therefore, this paper investigates the development and evaluation of robust methods for everyday life scenarios, with focus on the task of aerobic activity recognition. Two important aspects of robustness are investigated: dealing with various (unknown) other activities and subject independency. Methods to handle these issues are proposed and compared, a thorough evaluation simulates usual everyday scenarios of the usage of activity recognition applications. Moreover, a new evaluation technique is introduced (leave-one-other-activity-out) to simulate when an activity recognition system is used while performing a previously unknown activity. Through applying the proposed methods it is possible to design a robust physical activity recognition system with the desired generalization characteristic.
AbstractList The monitoring of physical activities under realistic, everyday life conditions - thus while an individual follows his regular daily routine - is usually neglected or even completely ignored. Therefore, this paper investigates the development and evaluation of robust methods for everyday life scenarios, with focus on the task of aerobic activity recognition. Two important aspects of robustness are investigated: dealing with various (unknown) other activities and subject independency. Methods to handle these issues are proposed and compared, a thorough evaluation simulates usual everyday scenarios of the usage of activity recognition applications. Moreover, a new evaluation technique is introduced (leave-one-other-activity-out) to simulate when an activity recognition system is used while performing a previously unknown activity. Through applying the proposed methods it is possible to design a robust physical activity recognition system with the desired generalization characteristic.
Author Stricker, Didier
Reiss, Attila
Hendeby, Gustaf
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  givenname: Didier
  surname: Stricker
  fullname: Stricker, Didier
  email: Didier.Stricker@dtki.de
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  givenname: Gustaf
  surname: Hendeby
  fullname: Hendeby, Gustaf
  email: hendeby@isy.liu.se
  organization: Dept. of Electr. Eng., Linkoping Univ., Linkoping, Sweden
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Title Towards robust activity recognition for everyday life: Methods and evaluation
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