Context-aware activity recognition through a combination of ontological and statistical reasoning

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5585 LNCS, Issue , 2009, Pages 39-53

  Riboni, Daniele ^a   Bettini, Claudio ^a  

^a UNIVERSITY OF MILAN   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVITY RECOGNITION; BODY-WORN SENSORS; CHRONIC DISEASE MANAGEMENT; COMBINED TECHNIQUES; COMPUTATIONAL OVERHEADS; CONTEXT-AWARE; EHEALTH; ONTOLOGICAL REASONING; REHABILITATION SYSTEM; SEMANTIC RELATIONSHIPS; STATISTICAL APPROACH; STATISTICAL REASONING; SURROUNDING ENVIRONMENT; TRAINING DATA; WELL BEING;

ONTOLOGY; PATIENT REHABILITATION; SENSORS; UBIQUITOUS COMPUTING;

LEARNING ALGORITHMS;

EID: 70350662015     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-02830-4_5     Document Type: Conference Paper

References (17)

1. Chang, K.H., Liu, S.Y., Chu, H.H., Hsu, J.Y.J., Chen, C., Lin, T.Y., Chen, C.Y., Huang, P.: The Diet-Aware Dining Table: Observing Dietary Behaviors over a Tabletop Surface. In: Fishkin, K.P., Schiele, B., Nixon, P., Quigley, A. (eds.) PERVASIVE 2006. LNCS, vol. 3968, pp. 366-382. Springer, Heidelberg (2006)
2. Tentori, M., Favela, J.: Activity-Aware Computing for Healthcare. IEEE Pervasive Computing 7(2), 51-57 (2008)
3. Amft, O., Tröster, G.: Recognition of dietary activity events using on-body sensors. Artificial Intelligence in Medicine 42(2), 121-136 (2008)
4. Oliver, N., Horvitz, E., Garg, A.: Layered Representations for Human Activity Recognition. In: Proc. of ICMI-2002, IEEE Comp. Soc, pp. 3-8 (2002)
5. Brdiczka, O., Crowley, J.L., Reignier, P.: Learning Situation Models for Providing Context-Aware Services. In: Stephanidis, C. (ed.) UAHCI 2007 (Part II). LNCS, vol. 4555, pp. 23-32. Springer, Heidelberg (2007)
6. Golding, A.R., Lesh, N.: Indoor Navigation Using a Diverse Set of Cheap, Wearable Sensors. In: Proc. of ISWC-1999, IEEE Comp. Soc, pp. 29-36 (1999)
7. Kern, N., Schiele, B., Schmidt, A.: Multi-sensor Activity Context Detection for Wearable Computing. In: Aarts, E., Collier, R.W., van Loenen, E., de Ruyter, B. (eds.) EUSAI 2003. LNCS, vol. 2875, pp. 220-232. Springer, Heidelberg (2003)
8. Lester, J., Choudhury, T., Kern, N., Borriello, G., Hannaford, B.: A Hybrid Discriminative/Generative Approach for Modeling Human Activities. In: Proc. of IJCAI-2005, P.B.C., pp. 766-772 (2005)
9. Liao, L., Fox, D., Kautz, H.A.: Location-Based Activity Recognition using Relational Markov Networks. In: Proc. of IJCAI-2005, P.B.C, pp. 773-778 (2005)
10. Wang, S., Pentney, W., Popescu, A.M., Choudhury, T., Philipose, M.: Common Sense Based Joint Training of Human Activity Recognizers. In: Proc. of IJCAI-2007, pp. 2237-2242 (2007)
11. Stikic, M., Huynh, T., Laerhoven, K.V., Schiele, B.: ADL Recognition Based on the Combination of RFID and Accelerometer Sensing. In: Proc. of Pervasive Health 2008, IEEE Comp. Soc, pp. 2237-2242 (2008)
12. Huynh, T., Schiele, B.: Towards Less Supervision in Activity Recognition from Wearable Sensors. In: Proc. of ISWC 2006, IEEE Comp. Soc, pp. 3-10 (2006)
13. Pareschi, L., Riboni, D., Agostini, A., Bettini, C.: Composition and Generalization of Context Data for Privacy Preservation. In: Proc. of PerCom 2008 Workshops, IEEE Comp. Soc, pp. 429-433 (2008)
14. Bishop, C.M.: Pattern Recognition and Machine Learning. Springer, Heidelberg (2008)
15. Horrocks, I., Patel-Schneider, P.F., van Harmelen, F.: From SHIQ and RDF to OWL: The making of a Web Ontology Language. Journal of Web Semantics 1(1), 7-26 (2003)
16. Baader, F., Calvanese, D., McGuinness, D.L., Nardi, D., Patel-Schneider, P.F. (eds.): The Description Logic Handbook: Theory, Implementation, and Applications. Cambridge University Press, Cambridge (2003)
17. Le Cessie, S., van Houwelingen, J.: Ridge Estimators in Logistic Regression. Applied Statistics 41(1), 191-201 (1992)