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ABSTRACT
In this work we propose a novel method to recognize daily routines as a probabilistic combination of activity patterns. The use of topic models enables the automatic discovery of such patterns in a user's daily routine. We report experimental results that show the ability of the approach to model and recognize daily routines without user annotation.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
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1
|
O. Amft, C. Lombriser, T. Stiefmeier, and G. Tröster. Recognition of user activity sequences using distributed event detection. In Second European Conference on Smart Sensing and Context (EuroSSC), October 2007.
|
 |
2
|
James Bo Begole , John C. Tang , Rosco Hill, Rhythm modeling, visualizations and applications, Proceedings of the 16th annual ACM symposium on User interface software and technology, p.11-20, November 02-05, 2003, Vancouver, Canada
[doi> 10.1145/964696.964698]
|
| |
3
|
D. Blei. C implementation of variational EM for latent Dirichlet allocation (LDA), available at http://www.cs.princeton.edu/blei/lda-c/, 2006.
|
| |
4
|
|
| |
5
|
|
| |
6
|
|
| |
7
|
R. Hamid, S. Maddi, A. Johnson, A. Bobick, and C. I. I. Essa. Unsupervised discovery and characterization of activities from event-streams. In UAI, 2005.
|
| |
8
|
|
| |
9
|
E. Horvitz, P. Koch, C. M. Kadie, and A. Jacobs. Coordinate: Probabilistic Forecasting of Presence and Availability. In Proc. UAI, pages 224--233. Morgan Kaufmann Publishers, July 2002.
|
| |
10
|
T. Huynh, U. Blanke, and B. Schiele. Scalable recognition of daily activities with wearable sensors. In 3rd International Symposium on Location- and Context-Awareness (LoCA), pages 50--67, 2007.
|
| |
11
|
J. Krumm and E. Horvitz. Predestination: Inferring Destinations from Partial Trajectories. In Proc. UbiComp, 2006.
|
| |
12
|
|
| |
13
|
D. Minnen, T. Starner, I. Essa, and C. Isbell. Discovering characteristic actions from on-body sensor data. In Proc. ISWC, October 2006.
|
| |
14
|
D. Minnen, T. Starner, J. Ward, P. Lukowicz, and G. Troster. Recognizing and Discovering Human Actions from On-Body Sensor Data. In Proc. ICME, pages 1545--1548, 2005.
|
| |
15
|
U. Naeem, J. Bigham, and J. Wang. Recognising Activities of Daily Life using Hierarchical Plans. In EuroSSC, October 2007.
|
| |
16
|
|
| |
17
|
|
| |
18
|
Matthai Philipose , Kenneth P. Fishkin , Mike Perkowitz , Donald J. Patterson , Dieter Fox , Henry Kautz , Dirk Hahnel, Inferring Activities from Interactions with Objects, IEEE Pervasive Computing, v.3 n.4, p.50-57, October 2004
[doi> 10.1109/MPRV.2004.7]
|
| |
19
|
|
| |
20
|
J. Zacks and B. Tversky. Event structure in perception and conception. Psychological Bulletin, 127(1), 2001.
|
|