Activity recognition for children using self-organizing map

Satoshi Suzuki, Yasue Mitsukura, Hiroshi Igarashi, Harumi Kobayashi, Fumio Harashima

研究成果: Conference contribution

13 被引用数 (Scopus)

抄録

Based on a new concept of Kinder-GuaRdian which aims to realize a support system for kindergarten's staffs and parents by watching over children's activity and their growing process, activity recognition (AR) for children is treated in this paper. In case of children, smaller amount of sensors is better since easy fitting of the sensor device to child's body is strongly preferable. In this study, using one acceleration sensor attached to the upper arm, AR in cases of adults and children were evaluated using several orthodox classifiers and self-organizing map (SOM). Through the several types of validation, effectiveness, issues, and benefits of their methods are discussed.

本文言語English
ホスト出版物のタイトル2012 IEEE RO-MAN
ホスト出版物のサブタイトルThe 21st IEEE International Symposium on Robot and Human Interactive Communication
ページ653-658
ページ数6
DOI
出版ステータスPublished - 2012 12 14
外部発表はい
イベント2012 21st IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2012 - Paris, France
継続期間: 2012 9 92012 9 13

出版物シリーズ

名前Proceedings - IEEE International Workshop on Robot and Human Interactive Communication

Other

Other2012 21st IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2012
CountryFrance
CityParis
Period12/9/912/9/13

ASJC Scopus subject areas

  • Software
  • Artificial Intelligence
  • Human-Computer Interaction

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