HASC2012corpus HASC Challenge 2010,2011 HASC2011corpus( 116, 4898), HASC2012corpus( 136, 7668) HASC2012corpus HASC2012corpus
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1 HASC2012corpus HASC Challenge 2010,2011 HASC2011corpus( 116, 4898), HASC2012corpus( 136, 7668) HASC2012corpus HASC2012corpus: Human Activity Corpus and Its Application Nobuo KAWAGUCHI, 1 Hodaka WATANABE, 1 Tianhui YANG, 1 Nobuhiro OGAWA, 1 Yohei IWASAKI, 1 Katsuhiko KAJI, 1 Tsutomu TERADA, 2 Kazuya MURAO, 2 Hisakazu HADA, 3 Sozo INOUE, 4 Yoshihiro KAWAHARA, 5 Yasuyuki SUMI 6 and Nobuhiko NISHIO 7 Understanding of human activity through wearable sensors is one of the ultimate objective of human-oriented computing. To overcome the situation, we have collected large scale human activity corpus, named HASC2011corpus(116 subjects, 4898 data files), and HASC2012corpus (146 subjects, 7668 data files). In this paper, we describe about HASC2012corpus and apprication of its real world commuting data. 1. HASC Challenge (HC2010,2011) HASC Challenge HASC2011corpus ( 116, 4898) HASC2012corpus( 136, 7668) HASC2011corpus HC2011 HASC2012corpus HC HASC2012corpus 40 HASC2012corpus 1, GraduateSchoolofEngineerting,NagoyaUniversity 2, Graduate School of Engineering, Kobe University 3, SchoolofMediaScience,TokyoUniversityofTechnology 4, Graduate School of Engineering, Kyusyu Institute of Technology 5, Graduate School fo Information Science and Technology, University of Tokyo 6, School of Systems Information Science, Future University Hakodate 7, Collage of Information Science & Engineering, Ritumeikan University
2 HASC2012corpus DP % 2 HASC Challenge 3 HASC2011corpus, HASC2012corpus 4 HASC2012corpus 5 2 Android HASC Logger Fig. 2 HASC Logger for Android 2. HASC Challenge 2010/2011 HASC Challenge ) HASC Challenge 2010(HC2010) ,11 HC ) HASC Challenge 2011(HC2011) HC HC iphone/ipod Touch HASC Logger Fig. 1 HASC Logger for iphone/ipod Touch HC2011 HC2010 HC2010 HC2011
3 1 HASC2011corpus Table 1 Basic Information of HASC2011corpus HASC Logger HASC Logger( 1, 2) 3 HASC Tool Fig. 3 Visualization of Distributed Data Processing on HASC Tool HC2010 HC2011 Web 2.2 HC2010 HC2011 HC HASC Tool HASC Tool 8) (1) ( 3) (2) HASC Logger (3) (4) HASC Logger, HASC Tool 3. HASC2011corpus, HASC2012corpus HC HASC2011corpus 6) ( 1 HASC2011corpus Hub HASC 7) HASC2011corpus
4 2 HASC2012corpus Table 2 Basic Information of HASC2012corpus 3 HASC2012corpus Table 3 Sensor Devices in HASC2012corpus / (%) 96( 85, 11) 40( 34, 6) GPS GPS 27 5 ATR/WAA-00X Apple/iPhone, ipodtouch Samsung HTC Sharp Sony LG ) 6) HC2011 HASC2012corpus ( 2) HASC2012corpus HC2011 HASC Challenge2012 HASC2012corpus GPS HC ) HC HASC2012corpus 4 Fig. 4 Activity Sequence of Same Route 4. HC A, B
5 Fig. 5 5 Labelling by Automatic Activity Recognition HASC2012corpus 5 B 4 DP 12) 6 HASC2011corpus % DP Fig. 6 6 DP Example of Activity Sequence DP-matching 4 Table 4 Results of Similar Route % 90% 95%
6 HASC2012corpus 7 5,3 DP Fig. 7 Route DP-matching of 5 subjects and 3 routes 5. HASC Challenge 2010, 2011 HASC2011corpus, HASC2012corpus HASC Corpus HASC Challenge2012 1).. (DICOMO 2010), pp (2010). 2) Nobuo Kawaguchi, Nobuhiro Ogawa, Yohei Iwasaki, Katsuhiko Kaji, Tsutomu Terada, Kazuya Murao, Sozo Inoue, Yoshihiro Kawahara, Yasuyuki Sumi, and Nobuhiko Nishio, HASC Challenge: Gathering Large Scale Human Activity Corpus for the Real-World Activity Understandings. Proc. of ACM Augumented Human 2011, pp.27:1-27:5(2011). 3),,,,,,,,,, HASCChallenge2010:, (DICOMO 2011),pp.69 75(2011). 4),,, HASC2010corpus (DICOMO 2011), pp.76 82(2011). 5) Nobuhiro Ogawa, Katsuhiko Kaji, and Nobo Kawaguchi, Effects of Number of Subjects on Activity Recognition - Findings from HASC2010corpus. Proc of 1st International Workshop on Frontiers in Activity Recognition using Pervasive Sensing (IWFAR2011), pp.48 51(2011). 6) Nobuo Kawaguchi, Ying Yang, Tianhui Yang, Nobuhiro Ogawa, Yohei Iwasaki, Katsuhiko Kaji, Tsutomu Terada, Kazuya Murao, Sozo Inoue, Yoshihiro Kawahara, Yasuyuki Sumi, Nobuhiko Nishio, HASC2011corpus: Towards the Common Ground of Human Activity Recognition, Proceedings of the 13th International Conference on Ubiquitous Computing(UbiComp2011), pp (2011). 7) HASC corpus portal : (2012). 8) HASC Tool:SourceForge : (2012). 9) Nobuo Kawaguchi, Nobuhiro Ogawa, Yohei Iwasaki, Katsuhiko Kaji, Distributed Human Activity Data Processing Using HASC Tool, Proceedings of the 13th International Conference on Ubiquitous Computing(UbiComp2011), pp (2011). 10), HASC2011corpus, 23, (2011).
7 11),, 74, 6X-6(2012). 12),, 74, 6X-7(2012). 13) Nobuo Kawaguchi, Hodaka Watanabe, Tianhui Yang, Nobuhiro Ogawa, Yohei Iwasaki, Katsuhiko Kaji, Tsutomu Terada, Kazuya Murao, Hisakazu Hada, Sozo Inoue, Yasuyuki Sumi, Yoshihiro Kawahara, Nobuhiko Nishio, HASC2012corpus: Large Scale Human Activity Corpus and Its Application, Proceedings of the Second International Workshop of Mobile Sensing: From Smartphones and Wearables to Big Data(Held with IPSN2012 and CPSWeek 2012),pp.10 14(2012).
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