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Volumn 54, Issue , 2013, Pages 243-254

Finding time series discord based on bit representation clustering

Author keywords

Clustering; Dimensionality reduction; Discord discovery; Pruning; Time series data mining

Indexed keywords

COMPUTATIONAL EFFICIENCY; DATA MINING; TIME SERIES;

EID: 84901755777     PISSN: 09507051     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.knosys.2013.09.015     Document Type: Article
Times cited : (53)

References (22)
  • 1
    • 34548547034 scopus 로고    scopus 로고
    • HOT SAX: Efficiently finding the most unusual time series subsequence
    • J. Han, B.W. Wah, V. Raghavan, et al. (Eds.) Houston, Texas, 2005, IEEE Computer Society, Washington, DC
    • E. Keogh, J. Lin, A. Fu, HOT SAX: efficiently finding the most unusual time series subsequence, in: J. Han, B.W. Wah, V. Raghavan, et al. (Eds.), ICDM, Houston, Texas, 2005, IEEE Computer Society, Washington, DC, 2005, pp. 226-233.
    • (2005) ICDM , pp. 226-233
    • Keogh, E.1    Lin, J.2    Fu, A.3
  • 2
    • 33749406603 scopus 로고    scopus 로고
    • Finding time series discords based on harr transform
    • X. Li, O. Zaiane, Z. Li (Eds.) Xi'an, China, Springer
    • A. Fu, T. Leung, E. Keogh, et al, Finding time series discords based on Harr transform, in: X. Li, O. Zaiane, Z. Li (Eds.), ADMA, Xi'an, China, Springer, 2006, pp. 31-41.
    • (2006) ADMA , pp. 31-41
    • Fu, A.1    Leung, T.2    Keogh, E.3
  • 4
    • 84878024340 scopus 로고    scopus 로고
    • SAXually explicit images: Finding unusual shapes
    • P. Perner (Ed.) Hong Kong, China, IEEE Computer Society, Washington, DC
    • W. Li, E. Keogh, X. Xi, SAXually explicit images: finding unusual shapes, in: P. Perner (Ed.), Proc. of the 6th Int'l Conf. on Data Mining. Hong Kong, China, IEEE Computer Society, Washington, DC, 2006, pp. 711-720.
    • (2006) Proc. of the 6th Int'l Conf. on Data Mining , pp. 711-720
    • Li, W.1    Keogh, E.2    Xi, X.3
  • 5
    • 49749105200 scopus 로고    scopus 로고
    • Disk aware discord discovery: Finding unusual time series in terabyte sized datasets
    • Y.W.S. Stanley (Ed.) Istanbul, Turkey, 2007, IEEE Computer Society, Washington DC
    • D. Yankov, E. Keogh, U. Rebbapragada, Disk aware discord discovery: finding unusual time series in terabyte sized datasets, in: Y.W.S. Stanley (Ed.), Proc. of the 23rd Int'l Conf. on Data Engineering, Istanbul, Turkey, 2007, IEEE Computer Society, Washington DC, 2007, pp. 381-390.
    • (2007) Proc. of the 23rd Int'l Conf. on Data Engineering , pp. 381-390
    • Yankov, D.1    Keogh, E.2    Rebbapragada, U.3
  • 6
    • 65449164304 scopus 로고    scopus 로고
    • ISAX: Indexing and mining terabyte sized time series
    • Y. Li, B. Liu, S. Sarawagi (Eds.) Las Vegas, Nevada, USA, 2008, ACM Press, New York
    • J. Shieh, E. Keogh, ISAX: indexing and mining terabyte sized time series, in: Y. Li, B. Liu, S. Sarawagi (Eds.), Proc. of ACM SIGKDD, Las Vegas, Nevada, USA, 2008, ACM Press, New York, 2008, pp. 623-631.
    • (2008) Proc. of ACM SIGKDD , pp. 623-631
    • Shieh, J.1    Keogh, E.2
  • 7
    • 84875275604 scopus 로고    scopus 로고
    • Weighted spherical 1-mean with phase shift and its application in electrocardiogram discord detection
    • J. Wang, F.-L. Chung, Z. Deng, et al., Weighted spherical 1-mean with phase shift and its application in electrocardiogram discord detection, Artificial Intelligence in Medicine 57 (1) (2013) 59-71.
    • (2013) Artificial Intelligence in Medicine , vol.57 , Issue.1 , pp. 59-71
    • Wang, J.1    Chung, F.-L.2    Deng, Z.3
  • 8
    • 0029481560 scopus 로고
    • Syntactic recognition of ECG signals by attributed finite automata
    • A. Koski, M. Juhola, M. Meriste, Syntactic recognition of ECG signals by attributed finite automata, Pattern Recognition 28 (12) (1995) 1927-1940.
    • (1995) Pattern Recognition , vol.28 , Issue.12 , pp. 1927-1940
    • Koski, A.1    Juhola, M.2    Meriste, M.3
  • 9
    • 33745170376 scopus 로고    scopus 로고
    • Segmental hidden Markov models with random effects for waveform modeling
    • S. Kim, P. Smyth, Segmental hidden markov models with random effects for waveform modeling, Journal of Machine Learning Research 7 (2006) 945-969.
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 945-969
    • Kim, S.1    Smyth, P.2
  • 11
    • 79953169137 scopus 로고    scopus 로고
    • SwiftRule: Mining comprehensible classification rules for time series analysis
    • D. Fisch, T. Gruber, B. Sick, SwiftRule: mining comprehensible classification rules for time series analysis, IEEE Transactions on Knowledge and Data Engineering 23 (5) (2011) 774-787.
    • (2011) IEEE Transactions on Knowledge and Data Engineering , vol.23 , Issue.5 , pp. 774-787
    • Fisch, D.1    Gruber, T.2    Sick, B.3
  • 12
    • 79955869962 scopus 로고    scopus 로고
    • Unsupervised similarity-based risk stratification for cardiovascular events using long-term time-series data
    • Z. Syed, J. Guttag, Unsupervised similarity-based risk stratification for cardiovascular events using long-term time-series data, Journal of Machine Learning Research 12 (2011) 999-1024.
    • (2011) Journal of Machine Learning Research , vol.12 , pp. 999-1024
    • Syed, Z.1    Guttag, J.2
  • 13
    • 84872397385 scopus 로고    scopus 로고
    • Experimental comparison of representation methods and distance measures for time series data
    • X. Wang, A. Mueen, H. Ding, et al, Experimental comparison of representation methods and distance measures for time series data, Data Mining and Knowledge Discovery 26 (2) (2013) 275-309.
    • (2013) Data Mining and Knowledge Discovery , vol.26 , Issue.2 , pp. 275-309
    • Wang, X.1    Mueen, A.2    Ding, H.3
  • 14
    • 79952440550 scopus 로고    scopus 로고
    • Piecewise cloud approximation for time series mining
    • H. Li, C. Guo, Piecewise cloud approximation for time series mining, Knowledge-Based Systems 24 (4) (2011) 492-500.
    • (2011) Knowledge-Based Systems , vol.24 , Issue.4 , pp. 492-500
    • Li, H.1    Guo, C.2
  • 16
    • 85040241330 scopus 로고    scopus 로고
    • Dimensionality reduction for fast similarity search in large time series databases
    • E. Keogh, K. Chakrabarti, M. Pazzani, et al, Dimensionality reduction for fast similarity search in large time series databases, Knowledge and Information Systems 3 (3) (2000) 263-286.
    • (2000) Knowledge and Information Systems , vol.3 , Issue.3 , pp. 263-286
    • Keogh, E.1    Chakrabarti, K.2    Pazzani, M.3
  • 17
    • 33745108812 scopus 로고    scopus 로고
    • A bit level representation for time series data mining with shape based similarity
    • A. Bagnall, C.A. Ratanamahatana, E. Keogh, et al, A bit level representation for time series data mining with shape based similarity, Data Mining and Knowledge Discovery 13 (1) (2006) 11-40.
    • (2006) Data Mining and Knowledge Discovery , vol.13 , Issue.1 , pp. 11-40
    • Bagnall, A.1    Ratanamahatana, C.A.2    Keogh, E.3
  • 18
    • 58349095172 scopus 로고    scopus 로고
    • FSMBO: Fast time series similarity matching based on bit operation
    • G. Wang, J. Chen, M.R. Fellow (Eds.) Zhang Jia Jie, Hunan, China, IEEE Computer Society, Washington, DC
    • K. Lu, S. Lin, J. Qiao, et al, FSMBO: fast time series similarity matching based on bit operation, in: G. Wang, J. Chen, M.R. Fellow (Eds.), Proc. of the 9th Int'l Conf. for Young Computer Scientists, Zhang Jia Jie, Hunan, China, IEEE Computer Society, Washington, DC, 2008, pp. 1866-1871.
    • (2008) Proc. of the 9th Int'l Conf. for Young Computer Scientists , pp. 1866-1871
    • Lu, K.1    Lin, S.2    Qiao, J.3
  • 19
    • 26944466361 scopus 로고    scopus 로고
    • A novel bit level time series representation with implications for similarity search and clustering
    • T.B. Ho, D.W. Cheung, Huan Liu (Eds.) Hanoi, Vietnam, Springer
    • C.A. Ratanamahatana, E. Keogh, A.J. Bagnall, et al, A novel bit level time series representation with implications for similarity search and clustering, in: T.B. Ho, D.W. Cheung, Huan Liu (Eds.), PAKDD, Hanoi, Vietnam, Springer, 2005, pp. 771-777.
    • (2005) PAKDD , pp. 771-777
    • Ratanamahatana, C.A.1    Keogh, E.2    Bagnall, A.J.3
  • 21
    • 85030410946 scopus 로고    scopus 로고
    • http://www.cs.ucr.edu/~eamonn/.
  • 22
    • 85030406134 scopus 로고    scopus 로고
    • http://physionet.org/physiobank/.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.