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Volumn 25, Issue 1, 2006, Pages 61-93

Efficient discovery of unusual patterns in time series

Author keywords

Anomaly detection; Feature extraction; Markov model; Novelty detection; Suffix tree; Time series

Indexed keywords

DATA STRUCTURES; DATABASE SYSTEMS; FEATURE EXTRACTION; MARKOV PROCESSES; PROBLEM SOLVING; QUERY LANGUAGES;

EID: 33846289625     PISSN: 02883635     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00354-006-0004-2     Document Type: Article
Times cited : (11)

References (62)
  • 3
    • 0242438178 scopus 로고    scopus 로고
    • Monotony of Surprise and Large-scale Quest for Unusual Words
    • Apostolico, A., Bock, M.E. and Lonardi, S., "Monotony of Surprise and Large-scale Quest for Unusual Words," J. Comput. Bio., 10, 3-4, pp. 283-311, 2003.
    • (2003) J. Comput. Bio , vol.10 , Issue.3-4 , pp. 283-311
    • Apostolico, A.1    Bock, M.E.2    Lonardi, S.3
  • 4
    • 0034100094 scopus 로고    scopus 로고
    • Efficient Detection of Unusual Words
    • Jan
    • Apostolico, A., Bock, M. E., Lonardi, S. and Xu, X., "Efficient Detection of Unusual Words," J. Comput. Bio., 7, 1/2, pp. 71-94, Jan., 2000.
    • (2000) J. Comput. Bio , vol.7 , Issue.1-2 , pp. 71-94
    • Apostolico, A.1    Bock, M.E.2    Lonardi, S.3    Xu, X.4
  • 5
    • 0002759539 scopus 로고
    • Unsupervised Learning of Multiple Motifs in Biopolymers Using Expectation Maximization
    • Bailey, T.L. and Elkan, C., "Unsupervised Learning of Multiple Motifs in Biopolymers Using Expectation Maximization," Machine Learning, 21, 1/2, pp. 51-80, 1995.
    • (1995) Machine Learning , vol.21 , Issue.1-2 , pp. 51-80
    • Bailey, T.L.1    Elkan, C.2
  • 7
    • 0034497613 scopus 로고    scopus 로고
    • An Oscillatory Neural Network Model of Sparse Distributed Memory and Novelty Detection
    • Jan
    • Borisyuk, R., Denham, M., Hoppensteadt, F., Kazanovich, Y. and Vinogradova, O., "An Oscillatory Neural Network Model of Sparse Distributed Memory and Novelty Detection," BioSystems, 58, pp. 265-272, Jan., 2000.
    • (2000) BioSystems , vol.58 , pp. 265-272
    • Borisyuk, R.1    Denham, M.2    Hoppensteadt, F.3    Kazanovich, Y.4    Vinogradova, O.5
  • 9
    • 33846296493 scopus 로고    scopus 로고
    • A Novel Technique for Indexing Video Surveillance Data
    • submitted for publication
    • Celly, B., Ratanamahatana, C.A., and Zordan, V., "A Novel Technique for Indexing Video Surveillance Data," submitted for publication, 2003.
    • (2003)
    • Celly, B.1    Ratanamahatana, C.A.2    Zordan, V.3
  • 15
    • 0242529266 scopus 로고    scopus 로고
    • Mining Multivariate Time-series Sensor Data to Discover Behavior Envelopes
    • Decoste, D., "Mining Multivariate Time-series Sensor Data to Discover Behavior Envelopes," in Proc. Knowledge Discovery and Data Mining, pp. 151-154, 1997.
    • (1997) Proc. Knowledge Discovery and Data Mining , pp. 151-154
    • Decoste, D.1
  • 25
    • 85006627991 scopus 로고    scopus 로고
    • Color Set Size Problem with Applications to String Matching
    • A. Apostolico, M. Crochemore, Z. Galil and U. Manber, eds, Springer-Verlag, Berlin, pp
    • Hui, L.C.K., "Color Set Size Problem with Applications to String Matching," in Proc. of the, 3rd Annual Symposium on Combinatorial Pattern Matching (Tucson, AZ, 1992), (A. Apostolico, M. Crochemore, Z. Galil and U. Manber, eds.), LNCS644, Springer-Verlag, Berlin, pp. 230-243.
    • Proc. of the, 3rd Annual Symposium on Combinatorial Pattern Matching (Tucson, AZ, 1992) , vol.LNCS644 , pp. 230-243
    • Hui, L.C.K.1
  • 26
    • 0034366362 scopus 로고    scopus 로고
    • One-dimensional and Multi-dimensional Substring Selectivity Estimation
    • Jagadish, H.V., Kapitskaia, O., Ng, R.T. and Srivastava, D., "One-dimensional and Multi-dimensional Substring Selectivity Estimation," VLDB Journal 9, 3, pp. 214-230, 2000.
    • (2000) VLDB Journal , vol.9 , Issue.3 , pp. 214-230
    • Jagadish, H.V.1    Kapitskaia, O.2    Ng, R.T.3    Srivastava, D.4
  • 28
    • 0032681554 scopus 로고    scopus 로고
    • Jagadish, H.V.. Ng. R.T. and Srivastava, D., Substring Selectivity Estimation, in Proc. of PODS, pp. 249-260, 1999.
    • Jagadish, H.V.. Ng. R.T. and Srivastava, D., "Substring Selectivity Estimation," in Proc. of PODS, pp. 249-260, 1999.
  • 33
    • 0242709395 scopus 로고    scopus 로고
    • On the Need for Time Series Data Mining Benchmarks: A Survey and Empirical Demonstration
    • Edmonton, Alberta, Canada
    • Keogh, E. and Kasetty, S., "On the Need for Time Series Data Mining Benchmarks: A Survey and Empirical Demonstration," in ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 102-111, Edmonton, Alberta, Canada, 2002.
    • (2002) ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , pp. 102-111
    • Keogh, E.1    Kasetty, S.2
  • 36
    • 85150810448 scopus 로고    scopus 로고
    • An Enhanced Representation of Time Series Which Allows Fast and Accurate Classifcation, Clustering and Relevance Feedback
    • Keogh, E. and Pazzani, M., "An Enhanced Representation of Time Series Which Allows Fast and Accurate Classifcation, Clustering and Relevance Feedback, in Proc. 4th International Conference on Knowledge Discovery and Data Mining, pp. 239-241, 1998.
    • (1998) Proc. 4th International Conference on Knowledge Discovery and Data Mining , pp. 239-241
    • Keogh, E.1    Pazzani, M.2
  • 39
    • 0030157287 scopus 로고    scopus 로고
    • Estimating Alphanumeric Selectivity in the Presence of Wildcards
    • Krishnan, P., Vitter, J.S. and Iyer, B., Estimating Alphanumeric Selectivity in the Presence of Wildcards," in Proc. of SIGMOD, pp. 282-293, 1996.
    • (1996) Proc. of SIGMOD , pp. 282-293
    • Krishnan, P.1    Vitter, J.S.2    Iyer, B.3
  • 40
    • 0027912333 scopus 로고
    • Detecting Subtle Sequence Signals: A Gibbs Sampling Strategy for Multiple Alignment
    • Oct
    • Lawrence, C.E., Altschul, S.F., Boguski, M.S., Liu, J.S., Neuwald, A.F. and Wootton, J.C., "Detecting Subtle Sequence Signals: A Gibbs Sampling Strategy for Multiple Alignment," Science, 262, pp. 208-214, Oct., 1993.
    • (1993) Science , vol.262 , pp. 208-214
    • Lawrence, C.E.1    Altschul, S.F.2    Boguski, M.S.3    Liu, J.S.4    Neuwald, A.F.5    Wootton, J.C.6
  • 42
    • 0010362031 scopus 로고    scopus 로고
    • Global Detectors of Unusual Words: Design, Implementation, and Applications to Pattern Discovery in Biosequences,
    • Ph.D. thesis, Department of Computer Sciences, Purdue University, August
    • Lonardi, S., "Global Detectors of Unusual Words: Design, Implementation, and Applications to Pattern Discovery in Biosequences," Ph.D. thesis, Department of Computer Sciences, Purdue University, August 2001.
    • (2001)
    • Lonardi, S.1
  • 44
    • 0016942292 scopus 로고
    • A Space-economical Suffix Tree Construction Algorithm
    • Apr
    • Mccreight, E.M., "A Space-economical Suffix Tree Construction Algorithm," J. Assoc. Comput. Mach., 23, 2, pp. 262-272, Apr. 1976.
    • (1976) J. Assoc. Comput. Mach., 23 , vol.2 , pp. 262-272
    • Mccreight, E.M.1
  • 45
    • 0021642397 scopus 로고
    • A Noise Stress Test for Arrhythmia Detectors
    • Moody, G., Muldrow, W. and Mark, R.G., "A Noise Stress Test for Arrhythmia Detectors," Computers in Cardiology 11, pp. 381-384, 1984.
    • (1984) Computers in Cardiology , vol.11 , pp. 381-384
    • Moody, G.1    Muldrow, W.2    Mark, R.G.3
  • 49
    • 0034125366 scopus 로고    scopus 로고
    • Probabilistic and Statistical Properties of Words: An Overview
    • Reinert, G., Schbath, S. and Waterman, M.S., "Probabilistic and Statistical Properties of Words: An Overview," J. Comput. Bio., 7, pp. 1-46, 2000.
    • (2000) J. Comput. Bio , vol.7 , pp. 1-46
    • Reinert, G.1    Schbath, S.2    Waterman, M.S.3
  • 50
    • 0031684427 scopus 로고    scopus 로고
    • Combinatorial Pattern Discovery in Biological Sequences: The TEIRESIAS Algorithm
    • Rigoutsos, I. and Floratos, A., "Combinatorial Pattern Discovery in Biological Sequences: The TEIRESIAS Algorithm," Bioinformatics, 14, 1, pp. 55-67, 1998.
    • (1998) Bioinformatics , vol.14 , Issue.1 , pp. 55-67
    • Rigoutsos, I.1    Floratos, A.2
  • 54
    • 0001704377 scopus 로고
    • On-line Construction of Suffix Trees
    • Ukkonen, E., "On-line Construction of Suffix Trees," Algorithmic, 14, 3, pp. 249-260, 1995.
    • (1995) Algorithmic , vol.14 , Issue.3 , pp. 249-260
    • Ukkonen, E.1
  • 58
    • 33846292092 scopus 로고
    • A Function Approximation Approach to Anomaly Detection in Propulsion System Test Data
    • Monterey, CA, June
    • Whitehead, B. and Hoyt, W.A., "A Function Approximation Approach to Anomaly Detection in Propulsion System Test Data," in Proc. AIAA/SAE/ASME/ASEE 29th Joint Propulsion Conference, Monterey, CA, June 1993.
    • (1993) Proc. AIAA/SAE/ASME/ASEE 29th Joint Propulsion Conference
    • Whitehead, B.1    Hoyt, W.A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.