A simple probabilistic analysis of sensor data fluctuations in the real world

作者: Kaoru Hiramatsu , Takashi Hattori , Tatsumi Yamada , Takeshi Okadome

DOI: 10.1108/17427371011066392

关键词: Data miningFocus (optics)Computer sciencePhysical quantityProbabilistic analysis of algorithmsSIMPLE (military communications protocol)Log data

摘要: Purpose – The purpose of this paper is to focus on sensor data fluctuations. Context‐aware applications in the real world adapt their behavior contexts abstracted from real‐world situations sensed as physical quantities by heterogeneous and distributed sensors. Most adaptations are programmed rules derived human experience making environments comfortable efficient. Preparation sufficient rules, however, difficult because oversights exceptional inevitable.Design/methodology/approach This paper, focuses fluctuations calculates probabilities indicating frequency such fluctuations.Findings results help confirm preset context‐aware find previously unnoticed that should cope with.Originality/value shows how method applied log captured an office order evaluate method's capabilities consider feasibility...

参考文章(10)
Stavros Antifakos, Bernt Schiele, Beyond Position Awareness ubiquitous computing. ,vol. 6, pp. 313- 317 ,(2002) , 10.1007/S007790200034
D. H. Wilson, C. Atkeson, Simultaneous Tracking and Activity Recognition (STAR) Using Many Anonymous, Binary Sensors Lecture Notes in Computer Science. pp. 62- 79 ,(2005) , 10.1007/11428572_5
M. Philipose, K.P. Fishkin, M. Perkowitz, D.J. Patterson, D. Fox, H. Kautz, D. Hahnel, Inferring activities from interactions with objects IEEE Pervasive Computing. ,vol. 3, pp. 50- 57 ,(2004) , 10.1109/MPRV.2004.7
M. Weiser, The Computer for the 21st Century Scientific American. ,vol. 265, pp. 94- 104 ,(1991) , 10.1038/SCIENTIFICAMERICAN0991-94
M. Addlesee, R. Curwen, S. Hodges, J. Newman, P. Steggles, A. Ward, A. Hopper, Implementing a sentient computing system IEEE Computer. ,vol. 34, pp. 50- 56 ,(2001) , 10.1109/2.940013
L.E. Holmquist, H.W. Gellersen, G. Kortuem, S. Antifakos, F. Michahelles, B. Schiele, M. Beigl, R. Maze, Building intelligent environments with Smart-Its IEEE Computer Graphics and Applications. ,vol. 24, pp. 56- 64 ,(2004) , 10.1109/MCG.2004.1255810
Y. Nakauchi, K. Noguchi, P. Somwong, T. Matsubara, A. Namatame, Vivid room: human intention detection and activity support environment for ubiquitous autonomy intelligent robots and systems. ,vol. 1, pp. 773- 778 ,(2003) , 10.1109/IROS.2003.1250723
Munguia Tapia, Emmanuel, Activity recognition in the home setting using simple and ubiquitous sensors Massachusetts Institute of Technology. ,(2003)