Multi-scale temporal segmentation and outlier detection in sensor networks

Proceedings - 2009 IEEE International Conference on Multimedia and Expo, ICME 2009

Volumn , Issue , 2009, Pages 306-309

  Beigi, Mandis ^a   Chang, Shih Fu ^b   Ebadollahi, Shahram ^a   Verma, Dinesh ^a  

^a IBM T J WATSON RESEARCH CENTER   (United States)

^b Columbia University ^*  (United States)

Author keywords

Change detection; Event detection; Multi scale signal analysis; Outlier detection; Sensor networks; Stream segmentation; Temporal analysis

Indexed keywords

CHANGE DETECTION; EVENT DETECTION; MULTI-SCALE SIGNAL ANALYSIS; OUTLIER DETECTION; STREAM SEGMENTATION; TEMPORAL ANALYSIS;

BINS; DATA MINING; MULTIMEDIA SYSTEMS; SIGNAL ANALYSIS; SIGNAL DETECTION; WINDOWS;

SENSOR NETWORKS;

EID: 70449567839     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICME.2009.5202496     Document Type: Conference Paper

References (9)

1. Barnett, V. and Lewis, T. (1994). Outliers in Statistical Data. John Wiley.
2. Hadi, A. S. (1994) "A modification of a method for the detection of outliers in multivariate samples", Journal of the Royal Statistical Society, Series B, 56(2).
3. E. Knorr, R. Ng, and V. Tucakov, "Distance-based outliers: algorithms and applications", The VLDB Journal 8, 3-4 pp237-253, Feb. 2000.
4. C. Aggarwal, and P. Yu, "Outlier Detection for High Dimensional Data", 2001.
5. K-S. Goh, K. Miyahara, R. Radhakrishan, A. Xiong, and A. Divakaran, "Audio-Visual Event Detection Based on Mining of Semantic Audio-Visual Labels", SPIE Conference on Storage and Retrieval for Multimedia Databases, Vol. 5307, pp. 292-299, January 2004, (SPIE Proceedings).
6. S. Subramaniam, T. Palpanas, D. Papadopoulos, V. Kalogeraki, and D. Gunopulos, "Online Outlier Detection in Sensor Data Using Non-Parametric Models", VLDB, Seoul, Korea, September 2006.
7. D. Scott, "Multivariate Density Estimation: Theory and Practice and Visualization", Wiley & Sons, 1992.
8. A. Akansu and R. Haddad, Multiresolution Signal Decomposition: Transforms, Subbands, Wavelets, 1992.
9. A. P. Witkin, Scale-Space filtering, In Proc. International Joint Conference on Artificial Intelligence, pages 1019-1021. ACM Inc. New York, 1983.