-
1
-
-
84893405732
-
Data clustering: A review
-
Jain A. K., Murty M. N., Flynn P. J., Data clustering: a review. ACM Computing Surveys 1999 31 3 316 323 2-s2.0-17644407408 (Pubitemid 129686514)
-
(1999)
ACM Computing Surveys
, vol.31
, Issue.3
, pp. 316-323
-
-
Jain, A.K.1
Murty, M.N.2
Flynn, P.J.3
-
2
-
-
0042711018
-
On the need for time series data mining benchmarks: A survey and empirical demonstration
-
2-s2.0-0042711018 10.1023/A:1024988512476
-
Keogh E., Kasetty S., On the need for time series data mining benchmarks: a survey and empirical demonstration. Data Mining and Knowledge Discovery 2003 7 4 349 371 2-s2.0-0042711018 10.1023/A:1024988512476
-
(2003)
Data Mining and Knowledge Discovery
, vol.7
, Issue.4
, pp. 349-371
-
-
Keogh, E.1
Kasetty, S.2
-
9
-
-
26844542547
-
Empirical comparison of clustering methods for long time-series databases
-
10.1007/11423270-15
-
Hirano S., Tsumoto S., Empirical comparison of clustering methods for long time-series databases. Active Mining 2005 3430 268 286 10.1007/11423270-15
-
(2005)
Active Mining
, vol.3430
, pp. 268-286
-
-
Hirano, S.1
Tsumoto, S.2
-
10
-
-
33749012790
-
Characteristic-based clustering for time series data
-
DOI 10.1007/s10618-005-0039-x
-
Wang X., Smith K., Hyndman R., Characteristic-based clustering for time series data. Data Mining and Knowledge Discovery 2006 13 3 335 364 2-s2.0-33749012790 10.1007/s10618-005-0039-x (Pubitemid 44455024)
-
(2006)
Data Mining and Knowledge Discovery
, vol.13
, Issue.3
, pp. 335-364
-
-
Wang, X.1
Smith, K.2
Hyndman, R.3
-
14
-
-
58049087347
-
-
Proceedings of the 4th International Conference on Wireless Communications, Networking and Mobile Computing (WiCOM '08) 2008 2-s2.0-58049087347 10.1109/WiCom.2008.2534
-
Guo C., Jia H., Zhang N., Time series clustering based on ICA for stock data analysis. Proceedings of the 4th International Conference on Wireless Communications, Networking and Mobile Computing (WiCOM '08) 2008 1 4 2-s2.0-58049087347 10.1109/WiCom.2008.2534
-
Time Series Clustering Based on ICA for Stock Data Analysis
, pp. 1-4
-
-
Guo, C.1
Jia, H.2
Zhang, N.3
-
16
-
-
34247252483
-
-
Proceedings of the International Conference on Hybrid Information Technology (ICHIT '06) 2006 2-s2.0-34247252483 10.1109/ICHIT.2006.253514
-
Ratanamahatana C. A., Niennattrakul V., Clustering multimedia data using time series. Proceedings of the International Conference on Hybrid Information Technology (ICHIT '06) 2006 372 379 2-s2.0-34247252483 10.1109/ICHIT.2006.253514
-
Clustering Multimedia Data Using Time Series
, pp. 372-379
-
-
Ratanamahatana, C.A.1
Niennattrakul, V.2
-
19
-
-
84899524187
-
-
Proceedings of the 7th International Conference of Data Mining 2011
-
Aghabozorgi S., Wah T. Y., Amini A., Saybani M. R., A new approach to present prototypes in clustering of time series. 28 Proceedings of the 7th International Conference of Data Mining 2011 214 220
-
A New Approach to Present Prototypes in Clustering of Time Series
, vol.28
, pp. 214-220
-
-
Aghabozorgi, S.1
Wah, T.Y.2
Amini, A.3
Saybani, M.R.4
-
20
-
-
84877276770
-
A dynamic fuzzy cluster algorithm for time series
-
183410 10.1155/2013/183410
-
Ji M., Xie F., Ping Y., A dynamic fuzzy cluster algorithm for time series. Abstract and Applied Analysis 2013 2013 7 183410 10.1155/2013/183410
-
(2013)
Abstract and Applied Analysis
, vol.2013
, pp. 7
-
-
Ji, M.1
Xie, F.2
Ping, Y.3
-
22
-
-
15544384126
-
Clustering time series with clipped data
-
DOI 10.1007/s10994-005-5825-6
-
Bagnall A., Janacek G., Clustering time series with clipped data. Machine Learning 2005 58 2-3 151 178 2-s2.0-15544384126 10.1007/s10994-005-5825-6 (Pubitemid 40400636)
-
(2005)
Machine Learning
, vol.58
, Issue.2-3
, pp. 151-178
-
-
Bagnall, A.1
Janacek, G.2
-
23
-
-
0034228914
-
Assessing a mixture model for clustering with the integrated completed likelihood
-
2-s2.0-0034228914 10.1109/34.865189
-
Biernacki C., Celeux G., Govaert G., Assessing a mixture model for clustering with the integrated completed likelihood. IEEE Transactions on Pattern Analysis and Machine Intelligence 2000 22 7 719 725 2-s2.0-0034228914 10.1109/34.865189
-
(2000)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.22
, Issue.7
, pp. 719-725
-
-
Biernacki, C.1
Celeux, G.2
Govaert, G.3
-
25
-
-
8344243818
-
Similarity-Based Clustering of Sequences Using Hidden Markov Models
-
Machine Learning and Data Mining in Pattern Recognition
-
Bicego M., Murino V., Figueiredo M., Similarity-based clustering of sequences using hidden Markov models. Machine Learning and Data Mining in Pattern Recognition 2003 2734 86 95 10.1007/3-540-45065-3-8 (Pubitemid 36904946)
-
(2003)
Lecture Notes in Computer Science
, Issue.2734
, pp. 86-95
-
-
Bicego, M.1
Murino, V.2
Figueiredo, M.A.T.3
-
26
-
-
34147169446
-
-
Proceedings of the 18th International Conference on Pattern Recognition (ICPR '06) 2006 2-s2.0-34147169446 10.1109/ICPR.2006.257
-
Hu J., Ray B., Han L., An interweaved HMM/DTW approach to robust time series clustering. Proceedings of the 18th International Conference on Pattern Recognition (ICPR '06) 2006 145 148 2-s2.0-34147169446 10.1109/ICPR.2006.257
-
An Interweaved HMM/DTW Approach to Robust Time Series Clustering
, pp. 145-148
-
-
Hu, J.1
Ray, B.2
Han, L.3
-
27
-
-
65549104397
-
A roadmap of clustering algorithms: Finding a match for a biomedical application
-
2-s2.0-65549104397 10.1093/bib/bbn058
-
Andreopoulos B., An A., Wang X., Schroeder M., A roadmap of clustering algorithms: finding a match for a biomedical application. Briefings in Bioinformatics 2009 10 3 297 314 2-s2.0-65549104397 10.1093/bib/bbn058
-
(2009)
Briefings in Bioinformatics
, vol.10
, Issue.3
, pp. 297-314
-
-
Andreopoulos, B.1
An, A.2
Wang, X.3
Schroeder, M.4
-
28
-
-
80051606484
-
A novel two-level clustering method for time series data analysis
-
2-s2.0-80051606484 10.1016/j.eswa.2010.02.089
-
Lai C.-P. P., Chung P.-C. C., Tseng V. S., A novel two-level clustering method for time series data analysis. Expert Systems with Applications 2010 37 9 6319 6326 2-s2.0-80051606484 10.1016/j.eswa.2010.02.089
-
(2010)
Expert Systems with Applications
, vol.37
, Issue.9
, pp. 6319-6326
-
-
Lai, C.-P.P.1
Chung, P.-C.C.2
Tseng, V.S.3
-
29
-
-
10644281769
-
-
Proceedings of the 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '04) 2004 2-s2.0-10644281769
-
Keogh E., Lonardi S., Ratanamahatana C. A., Towards parameter-free data mining. 22 Proceedings of the 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '04) 2004 206 215 2-s2.0-10644281769
-
Towards Parameter-free Data Mining
, vol.22
, pp. 206-215
-
-
Keogh, E.1
Lonardi, S.2
Ratanamahatana, C.A.3
-
30
-
-
0032728081
-
Clustering gene expression patterns
-
2-s2.0-0032728081 10.1089/106652799318274
-
Ben-Dor A., Shamir R., Yakhini Z., Clustering gene expression patterns. Journal of Computational Biology 1999 6 3-4 281 297 2-s2.0-0032728081 10.1089/106652799318274
-
(1999)
Journal of Computational Biology
, vol.6
, Issue.3-4
, pp. 281-297
-
-
Ben-Dor, A.1
Shamir, R.2
Yakhini, Z.3
-
31
-
-
14844324775
-
-
Proceedings of the 2nd SIAM International Conference on Data Mining 2002
-
Chu S., Keogh E., Hart D., Pazzani M., Michael, Iterative deepening dynamic time warping for time series. Proceedings of the 2nd SIAM International Conference on Data Mining 2002 195 212
-
Iterative Deepening Dynamic Time Warping for Time Series
, pp. 195-212
-
-
Chu, S.1
Keogh, E.2
Hart, D.3
Pazzani, M.4
Michael5
-
32
-
-
79955630000
-
A novel clustering method on time series data
-
2-s2.0-79955630000 10.1016/j.eswa.2011.03.081
-
Zhang X., Liu J., Du Y., Lv T., A novel clustering method on time series data. Expert Systems with Applications 2011 38 9 11891 11900 2-s2.0-79955630000 10.1016/j.eswa.2011.03.081
-
(2011)
Expert Systems with Applications
, vol.38
, Issue.9
, pp. 11891-11900
-
-
Zhang, X.1
Liu, J.2
Du, Y.3
Lv, T.4
-
37
-
-
85135872226
-
-
Proceedings of the 30th International Conference on Very Large Data Bases 2004
-
Chen L., Ng R., On the marriage of lp-norms and edit distance. 30 Proceedings of the 30th International Conference on Very Large Data Bases 2004 792 803
-
On the Marriage of Lp-norms and Edit Distance
, vol.30
, pp. 792-803
-
-
Chen, L.1
Ng, R.2
-
38
-
-
33745617385
-
Similarity search on time series based on threshold queries
-
Advances in Database Technology - EDBT 2006 - 10th International Conference on Extending Database Technology, Proceedings
-
Aßfalg J., Kriegel H. P., Kröger P., Kunath P., Pryakhin A., Renz M., Similarity search on time series based on threshold queries. Advances in Database Technology-EDBT 2006 2006 276 294 (Pubitemid 43986826)
-
(2006)
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
, vol.3896
, pp. 276-294
-
-
Assfalg, J.1
Kriegel, H.-P.2
Kroger, P.3
Kunath, P.4
Pryakhin, A.5
Renz, M.6
-
42
-
-
33847394102
-
Compression-based data mining of sequential data
-
DOI 10.1007/s10618-006-0049-3
-
Keogh E., Lonardi S., Ratanamahatana C. A., Wei L., Lee S.-H., Handley J., Compression-based data mining of sequential data. Data Mining and Knowledge Discovery 2007 14 1 99 129 2-s2.0-33847394102 10.1007/s10618-006-0049-3 (Pubitemid 46345357)
-
(2007)
Data Mining and Knowledge Discovery
, vol.14
, Issue.1
, pp. 99-129
-
-
Keogh, E.1
Lonardi, S.2
Ratanamahatana, C.A.3
Wei, L.4
Lee, S.-H.5
Handley, J.6
-
44
-
-
0038294452
-
Haar wavelets for efficient similarity search of time-series: With and without time warping
-
2-s2.0-0038294452 10.1109/TKDE.2003.1198399
-
Chan F. K.-P., Fu A. W.-C., Yu C., Haar wavelets for efficient similarity search of time-series: with and without time warping. IEEE Transactions on Knowledge and Data Engineering 2003 15 3 686 705 2-s2.0-0038294452 10.1109/TKDE.2003.1198399
-
(2003)
IEEE Transactions on Knowledge and Data Engineering
, vol.15
, Issue.3
, pp. 686-705
-
-
Chan, F.K.-P.1
Fu, A.W.-C.2
Yu, C.3
-
45
-
-
84942742938
-
A simple dimensionality reduction technique for fast similarity search in large time series databases
-
Keogh E., Pazzani M., Chakrabarti K., Mehrotra S., A simple dimensionality reduction technique for fast similarity search in large time series databases. Knowledge and Information Systems 2000 1805 1 122 133
-
(2000)
Knowledge and Information Systems
, vol.1805
, Issue.1
, pp. 122-133
-
-
Keogh, E.1
Pazzani, M.2
Chakrabarti, K.3
Mehrotra, S.4
-
47
-
-
14844285758
-
Exact indexing of dynamic time warping
-
DOI 10.1007/s10115-004-0154-9
-
Keogh E., Ratanamahatana C. A., Exact indexing of dynamic time warping. Knowledge and Information Systems 2005 7 3 358 386 2-s2.0-14844285758 10.1007/s10115-004-0154-9 (Pubitemid 40347209)
-
(2005)
Knowledge and Information Systems
, vol.7
, Issue.3
, pp. 358-386
-
-
Keogh, E.1
Ratanamahatana, C.A.2
-
48
-
-
33749260341
-
-
Proceedings of the 23rd International Conference on Machine Learning (ICML '06) 2006 2-s2.0-34250752807 10.1145/1143844.1143974
-
Xi A., Keogh E., Shelton C., Wei L., Ratanamahatana C. A., Fast time series classification using numerosity reduction. Proceedings of the 23rd International Conference on Machine Learning (ICML '06) 2006 1033 1040 2-s2.0-34250752807 10.1145/1143844.1143974
-
Fast Time Series Classification Using Numerosity Reduction
, pp. 1033-1040
-
-
Xi, A.1
Keogh, E.2
Shelton, C.3
Wei, L.4
Ratanamahatana, C.A.5
-
50
-
-
84888335409
-
Stock market co-movement assessment using a three-phase clustering method
-
10.1016/j.eswa.2013.08.028
-
Aghabozorgi S., Teh Y. W., Stock market co-movement assessment using a three-phase clustering method. Expert Systems with Applications 2014 41 4, part 1 1301 1314 10.1016/j.eswa.2013.08.028
-
(2014)
Expert Systems with Applications
, vol.41
, Issue.4 PART 1
, pp. 1301-1314
-
-
Aghabozorgi, S.1
Teh, Y.W.2
-
51
-
-
0034954376
-
Aligning gene expression time series with time warping algorithms
-
Aach J., Church G. M., Aligning gene expression time series with time warping algorithms. Bioinformatics 2001 17 6 495 508 2-s2.0-0034954376 (Pubitemid 32600496)
-
(2001)
Bioinformatics
, vol.17
, Issue.6
, pp. 495-508
-
-
Aach, J.1
Church, G.M.2
-
53
-
-
41749090269
-
Toward accurate dynamic time warping in linear time and space
-
2-s2.0-41749090269
-
Salvador S., Chan P., Toward accurate dynamic time warping in linear time and space. Intelligent Data Analysis 2007 11 5 561 580 2-s2.0-41749090269
-
(2007)
Intelligent Data Analysis
, vol.11
, Issue.5
, pp. 561-580
-
-
Salvador, S.1
Chan, P.2
-
55
-
-
80052669927
-
-
Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '11) 2011 2-s2.0-80052669927 10.1145/2020408. 2020587
-
Mueen A., Keogh E., Young N., Logical-shapelets: an expressive primitive for time series classification. Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '11) 2011 1154 1162 2-s2.0-80052669927 10.1145/2020408.2020587
-
Logical-shapelets: An Expressive Primitive for Time Series Classification
, pp. 1154-1162
-
-
Mueen, A.1
Keogh, E.2
Young, N.3
-
60
-
-
84867136666
-
Querying and mining of time series data: Experimental comparison of representations and distance measures
-
Ding H., Trajcevski G., Scheuermann P., Wang X., Keogh E., Querying and mining of time series data: experimental comparison of representations and distance measures. Proceedings of the VLDB Endowment 2008 1 2 1542 1552
-
(2008)
Proceedings of the VLDB Endowment
, vol.1
, Issue.2
, pp. 1542-1552
-
-
Ding, H.1
Trajcevski, G.2
Scheuermann, P.3
Wang, X.4
Keogh, E.5
-
61
-
-
84872397385
-
Experimental comparison of representation methods and distance measures for time series data
-
2-s2.0-84856560683 10.1007/s10618-012-0250-5
-
Wang X., Mueen A., Ding H., Trajcevski G., Scheuermann P., Keogh E., Experimental comparison of representation methods and distance measures for time series data. Data Mining and Knowledge Discovery 2012 26 2 275 309 2-s2.0-84856560683 10.1007/s10618-012-0250-5
-
(2012)
Data Mining and Knowledge Discovery
, vol.26
, Issue.2
, pp. 275-309
-
-
Wang, X.1
Mueen, A.2
Ding, H.3
Trajcevski, G.4
Scheuermann, P.5
Keogh, E.6
-
62
-
-
0000825481
-
A statistical method for evaluating systematic relationships
-
Sokal R. R., A statistical method for evaluating systematic relationships. University of Kansas Scientific Bulletin 1958 38 1958 1409 1438
-
(1958)
University of Kansas Scientific Bulletin
, vol.38
, Issue.1958
, pp. 1409-1438
-
-
Sokal, R.R.1
-
63
-
-
34548420071
-
Optimal implementations of UPGMA and other common clustering algorithms
-
DOI 10.1016/j.ipl.2007.07.002, PII S0020019007001767
-
Gronau I., Moran S., Optimal implementations of UPGMA and other common clustering algorithms. Information Processing Letters 2007 104 6 205 210 2-s2.0-34548420071 10.1016/j.ipl.2007.07.002 (Pubitemid 47368277)
-
(2007)
Information Processing Letters
, vol.104
, Issue.6
, pp. 205-210
-
-
Gronau, I.1
Moran, S.2
-
64
-
-
8444253538
-
-
UCR Time Series Classification, 2011
-
Keogh E., Zhu Q., Hu B., Hao Y., Xi X., Wei L., Ratanamahatana C. A., The UCR time series data mining archive. UCR Time Series Classification, 2011, http://www.cs.ucr.edu/eamonn/time-series-data/
-
The UCR Time Series Data Mining Archive
-
-
Keogh, E.1
Zhu, Q.2
Hu, B.3
Hao, Y.4
Xi, X.5
Wei, L.6
Ratanamahatana, C.A.7
-
65
-
-
34548093287
-
Experiencing SAX: A novel symbolic representation of time series
-
DOI 10.1007/s10618-007-0064-z
-
Lin J., Keogh E., Wei L., Lonardi S., Experiencing SAX: a novel symbolic representation of time series. Data Mining and Knowledge Discovery 2007 15 2 107 144 2-s2.0-34548093287 10.1007/s10618-007-0064-z (Pubitemid 47293484)
-
(2007)
Data Mining and Knowledge Discovery
, vol.15
, Issue.2
, pp. 107-144
-
-
Lin, J.1
Keogh, E.2
Wei, L.3
Lonardi, S.4
-
66
-
-
33845236924
-
Unsupervised feature extraction for time series clustering using orthogonal wavelet transform
-
Zhang H., Ho T. B., Zhang Y., Lin M.-S., Unsupervised feature extraction for time series clustering using orthogonal wavelet transform. Informatica 2006 30 3 305 319 2-s2.0-33845236924 (Pubitemid 44860832)
-
(2006)
Informatica (Ljubljana)
, vol.30
, Issue.3
, pp. 305-319
-
-
Zhang, H.1
Ho, T.B.2
Zhang, Y.3
Lin, M.-S.4
-
67
-
-
67650932694
-
A comparison of extrinsic clustering evaluation metrics based on formal constraints
-
2-s2.0-67650932694 10.1007/s10791-008-9066-8
-
Amigó E., Gonzalo J., Artiles J., Verdejo F., A comparison of extrinsic clustering evaluation metrics based on formal constraints. Information Retrieval 2009 12 4 461 486 2-s2.0-67650932694 10.1007/s10791-008-9066-8
-
(2009)
Information Retrieval
, vol.12
, Issue.4
, pp. 461-486
-
-
Amigó, E.1
Gonzalo, J.2
Artiles, J.3
Verdejo, F.4
-
69
-
-
70350647693
-
-
Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '09) 2009 2-s2.0-70350647693 10.1145/1557019. 1557115
-
Wu J., Xiong H., Chen J., Adapting the right measures for K-means clustering. Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '09) 2009 877 886 2-s2.0-70350647693 10.1145/1557019.1557115
-
Adapting the Right Measures for K-means Clustering
, pp. 877-886
-
-
Wu, J.1
Xiong, H.2
Chen, J.3
-
70
-
-
65549160361
-
Clustering time series data: An evolutionary approach
-
2-s2.0-65549160361 10.1007/978-3-642-01091-0-9
-
Chiş M., Banerjee S., Hassanien A. E., Clustering time series data: an evolutionary approach. Foundations of Computational, IntelligenceVolume 6 2009 206 193 207 2-s2.0-65549160361 10.1007/978-3-642-01091-0-9
-
(2009)
Foundations of Computational, IntelligenceVolume 6
, vol.206
, pp. 193-207
-
-
Chiş, M.1
Banerjee, S.2
Hassanien, A.E.3
-
71
-
-
0001699630
-
Methods of comparing classifications
-
10.1146/annurev.es.05.110174.000533
-
Rohlf F., Methods of comparing classifications. Annual Review of Ecology and Systematics 1974 5 101 113 10.1146/annurev.es.05.110174.000533
-
(1974)
Annual Review of Ecology and Systematics
, vol.5
, pp. 101-113
-
-
Rohlf, F.1
-
73
-
-
84860638565
-
A time series approach for clustering mass spectrometry data
-
10.1016/j.jocs.2011.06.008
-
Gullo F., Ponti G., Tagarelli A., Tradigo G., Veltri P., A time series approach for clustering mass spectrometry data. Journal of Computational Science 2012 3 5 344 355 10.1016/j.jocs.2011.06.008
-
(2012)
Journal of Computational Science
, vol.3
, Issue.5
, pp. 344-355
-
-
Gullo, F.1
Ponti, G.2
Tagarelli, A.3
Tradigo, G.4
Veltri, P.5
-
74
-
-
0023014685
-
A non-classical logic for information retrieval
-
2-s2.0-0023014685
-
van Rijsbergen C. J., A non-classical logic for information retrieval. The Computer Journal 1986 29 6 481 485 2-s2.0-0023014685
-
(1986)
The Computer Journal
, vol.29
, Issue.6
, pp. 481-485
-
-
Van Rijsbergen, C.J.1
-
75
-
-
85040241330
-
Dimensionality reduction for fast similarity search in large time series databases
-
10.1007/PL00011669
-
Keogh E., Chakrabarti K., Pazzani M., Mehrotra S., Dimensionality reduction for fast similarity search in large time series databases. Knowledge and Information Systems 2001 3 3 263 286 10.1007/PL00011669
-
(2001)
Knowledge and Information Systems
, vol.3
, Issue.3
, pp. 263-286
-
-
Keogh, E.1
Chakrabarti, K.2
Pazzani, M.3
Mehrotra, S.4
-
76
-
-
0034832364
-
Locally adaptive dimensionality reduction for indexing large time series databases
-
10.1145/376284.375680
-
Keogh E., Chakrabarti K., Pazzani M., Mehrotra S., Locally adaptive dimensionality reduction for indexing large time series databases. ACM SIGMOD Record 2001 30 2 151 162 10.1145/376284.375680
-
(2001)
ACM SIGMOD Record
, vol.30
, Issue.2
, pp. 151-162
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Keogh, E.1
Chakrabarti, K.2
Pazzani, M.3
Mehrotra, S.4
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