메뉴 건너뛰기




Volumn 41, Issue 4 PART 1, 2014, Pages 1301-1314

Stock market co-movement assessment using a three-phase clustering method

Author keywords

Clustering; Co movement; Data mining; Stock market; Time series

Indexed keywords

CATEGORIZATION METHODS; CATEGORIZATION SYSTEMS; CLUSTERING; CLUSTERING METHODS; CO MOVEMENTS; CONVENTIONAL CLUSTERING; HIGH DIMENSIONAL DATA; STOCK MARKET;

EID: 84888335409     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2013.08.028     Document Type: Article
Times cited : (98)

References (100)
  • 1
    • 0034954376 scopus 로고    scopus 로고
    • Aligning gene expression time series with time warping algorithms
    • J. Aach, and G.M. Church Aligning gene expression time series with time warping algorithms Bioinformatics 17 6 2001 495
    • (2001) Bioinformatics , vol.17 , Issue.6 , pp. 495
    • Aach, J.1    Church, G.M.2
  • 5
    • 2442512707 scopus 로고    scopus 로고
    • Time-series similarity queries employing a feature-based approach
    • Ioannina, Greece
    • Alcock, R., & Manolopoulos, Y. (1999). Time-series similarity queries employing a feature-based approach. In 7th Hellenic conference on informatics, Ioannina, Greece (pp. 1-9).
    • (1999) 7th Hellenic Conference on Informatics , pp. 1-9
    • Alcock, R.1    Manolopoulos, Y.2
  • 7
    • 67650932694 scopus 로고    scopus 로고
    • A comparison of extrinsic clustering evaluation metrics based on formal constraints
    • E. Amigó, J. Gonzalo, J. Artiles, and F. Verdejo A comparison of extrinsic clustering evaluation metrics based on formal constraints Information Retrieval 12 4 2009 461 486
    • (2009) Information Retrieval , vol.12 , Issue.4 , pp. 461-486
    • Amigó, E.1    Gonzalo, J.2    Artiles, J.3    Verdejo, F.4
  • 8
    • 65549104397 scopus 로고    scopus 로고
    • A roadmap of clustering algorithms: Finding a match for a biomedical application
    • 10.1093/bib/bbn058
    • B. Andreopoulos, A. An, and X. Wang A roadmap of clustering algorithms: Finding a match for a biomedical application Briefings in Bioinformatics 10 3 2009 297 314 10.1093/bib/bbn058
    • (2009) Briefings in Bioinformatics , vol.10 , Issue.3 , pp. 297-314
    • Andreopoulos, B.1    An, A.2    Wang, X.3
  • 9
    • 84877346514 scopus 로고    scopus 로고
    • Dynamic co-movements of stock market returns, implied volatility and policy uncertainty
    • N. Antonakakis, I. Chatziantoniou, and G. Filis Dynamic co-movements of stock market returns, implied volatility and policy uncertainty Economics Letters 120 1 2013 87 92
    • (2013) Economics Letters , vol.120 , Issue.1 , pp. 87-92
    • Antonakakis, N.1    Chatziantoniou, I.2    Filis, G.3
  • 10
    • 33644564740 scopus 로고    scopus 로고
    • Modelling international price relationships and interdependencies between the stock index and stock index futures markets of three EU countries: A multivariate
    • A. Antoniou Modelling international price relationships and interdependencies between the stock index and stock index futures markets of three EU countries: A multivariate Journal of Business, Finance and Accounting 30 2003 645 667
    • (2003) Journal of Business, Finance and Accounting , vol.30 , pp. 645-667
    • Antoniou, A.1
  • 12
    • 1842530903 scopus 로고    scopus 로고
    • Incremental, online, and merge mining of partial periodic patterns in time-series databases
    • W.G. Aref, M.G. Elfeky, and A.K. Elmagarmid Incremental, online, and merge mining of partial periodic patterns in time-series databases Transactions on Knowledge and Data Engineering 16 3 2004 332 342
    • (2004) Transactions on Knowledge and Data Engineering , vol.16 , Issue.3 , pp. 332-342
    • Aref, W.G.1    Elfeky, M.G.2    Elmagarmid, A.K.3
  • 14
    • 15544384126 scopus 로고    scopus 로고
    • Clustering time series with clipped data
    • DOI 10.1007/s10994-005-5825-6
    • A.J. Bagnall, and G. Janacek Clustering time series with clipped data Machine Learning 58 2 2005 151 178 (Pubitemid 40400636)
    • (2005) Machine Learning , vol.58 , Issue.2-3 , pp. 151-178
    • Bagnall, A.1    Janacek, G.2
  • 16
    • 45849102089 scopus 로고    scopus 로고
    • A generalized model for financial time series representation and prediction
    • D. Bao A generalized model for financial time series representation and prediction Applied Intelligence 29 1 2007 1 11
    • (2007) Applied Intelligence , vol.29 , Issue.1 , pp. 1-11
    • Bao, D.1
  • 18
    • 33646933601 scopus 로고    scopus 로고
    • Online clustering of parallel data streams
    • DOI 10.1016/j.datak.2005.05.009, PII S0169023X05000819
    • J. Beringer, and E. Hullermeier Online clustering of parallel data streams Data & Knowledge Engineering 58 2 2006 180 204 (Pubitemid 43795465)
    • (2006) Data and Knowledge Engineering , vol.58 , Issue.2 , pp. 180-204
    • Beringer, J.1    Hullermeier, E.2
  • 23
    • 0038294452 scopus 로고    scopus 로고
    • Haar wavelets for efficient similarity search of time-series: With and without time warping
    • F.K.P. Chan, A.W.C. Fu, and C. Yu Haar wavelets for efficient similarity search of time-series: with and without time warping IEEE Transactions on Knowledge and Data Engineering 15 3 2003 686 705
    • (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
  • 26
  • 27
    • 84875169132 scopus 로고    scopus 로고
    • On international stock market co-movements and macroeconomic risks
    • P. Chen, and S. Wu On international stock market co-movements and macroeconomic risks Applied Economics Letters 20 10 2013 978 982
    • (2013) Applied Economics Letters , vol.20 , Issue.10 , pp. 978-982
    • Chen, P.1    Wu, S.2
  • 28
    • 82755182863 scopus 로고    scopus 로고
    • Co-movements of Shanghai and New York stock prices by time-varying regressions
    • G. Chow, C. Liu, and L. Niu Co-movements of Shanghai and New York stock prices by time-varying regressions Journal of Comparative Economics 39 4 2011 577 583
    • (2011) Journal of Comparative Economics , vol.39 , Issue.4 , pp. 577-583
    • Chow, G.1    Liu, C.2    Niu, L.3
  • 31
    • 0043202560 scopus 로고    scopus 로고
    • Contagion and interdependence in African stock markets
    • D. Collins, and N. Biekpe Contagion and interdependence in African stock markets South African Journal of Economics 71 1 2003 181 194 (Pubitemid 36947158)
    • (2003) South African Journal of Economics , vol.71 , Issue.1 , pp. 181-194
    • Collins, D.1    Biekpe, N.2
  • 32
    • 35748959377 scopus 로고    scopus 로고
    • Time series clustering and classification by the autoregressive metric
    • DOI 10.1016/j.csda.2007.06.001, PII S0167947307002368
    • M. Corduas, and D. Piccolo Time series clustering and classification by the autoregressive metric Computational Statistics & Data Analysis 52 4 2008 1860 1872 (Pubitemid 350051433)
    • (2008) Computational Statistics and Data Analysis , vol.52 , Issue.4 , pp. 1860-1872
    • Corduas, M.1    Piccolo, D.2
  • 33
    • 70350571768 scopus 로고    scopus 로고
    • Clustering of discretely observed diffusion processes
    • 10.1016/j.csda.2009.10.005
    • A. De Gregorio, and S. Maria Iacus Clustering of discretely observed diffusion processes Computational Statistics & Data Analysis 54 2 2010 598 606 10.1016/j.csda.2009.10.005
    • (2010) Computational Statistics & Data Analysis , vol.54 , Issue.2 , pp. 598-606
    • De Gregorio, A.1    Maria Iacus, S.2
  • 35
    • 84867136666 scopus 로고    scopus 로고
    • Querying and mining of time series data: Experimental comparison of representations and distance measures
    • H. Ding, G. Trajcevski, P. Scheuermann, X. Wang, and E. Keogh Querying and mining of time series data: Experimental comparison of representations and distance measures Proceedings of the VLDB Endowment 1 2 2008 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
  • 36
    • 84874112773 scopus 로고    scopus 로고
    • An analysis of the dependence among financial markets by spatial contagion
    • F. Durante, and E. Foscolo An analysis of the dependence among financial markets by spatial contagion International Journal of Intelligent Systems 28 4 2013 319 331
    • (2013) International Journal of Intelligent Systems , vol.28 , Issue.4 , pp. 319-331
    • Durante, F.1    Foscolo, E.2
  • 37
    • 84880351115 scopus 로고    scopus 로고
    • Stock market comovements and industrial structure
    • P. Dutt, and I. Mihov Stock market comovements and industrial structure Journal of Money, Credit and Banking 45 5 2013 891 911
    • (2013) Journal of Money, Credit and Banking , vol.45 , Issue.5 , pp. 891-911
    • Dutt, P.1    Mihov, I.2
  • 40
    • 84871796903 scopus 로고    scopus 로고
    • Global and regional co-movement of the MENA stock markets
    • M. Graham, and J. Kiviaho Global and regional co-movement of the MENA stock markets Journal of Economics and Business 65 2013 86 100
    • (2013) Journal of Economics and Business , vol.65 , pp. 86-100
    • Graham, M.1    Kiviaho, J.2
  • 41
    • 84858285968 scopus 로고    scopus 로고
    • Integration of 22 emerging stock markets: A three-dimensional analysis
    • M. Graham, J. Kiviaho, and J. Nikkinen Integration of 22 emerging stock markets: A three-dimensional analysis Global Finance Journal 23 1 2012 34 47
    • (2012) Global Finance Journal , vol.23 , Issue.1 , pp. 34-47
    • Graham, M.1    Kiviaho, J.2    Nikkinen, J.3
  • 42
    • 79957887501 scopus 로고    scopus 로고
    • Co-movement of the Finnish and international stock markets: A wavelet analysis
    • M. Graham, and J. Nikkinen Co-movement of the Finnish and international stock markets: A wavelet analysis The European Journal of Finance 17 5 2011 409 425
    • (2011) The European Journal of Finance , vol.17 , Issue.5 , pp. 409-425
    • Graham, M.1    Nikkinen, J.2
  • 43
    • 34548420071 scopus 로고    scopus 로고
    • Optimal implementations of UPGMA and other common clustering algorithms
    • I. Gronau, and S. Moran Optimal implementations of UPGMA and other common clustering algorithms Information Processing Letters 104 6 2007
    • (2007) Information Processing Letters , vol.104 , Issue.6
    • Gronau, I.1    Moran, S.2
  • 47
    • 26844542547 scopus 로고    scopus 로고
    • Empirical comparison of clustering methods for long time-series databases
    • S. Hirano, and S. Tsumoto Empirical comparison of clustering methods for long time-series databases Active Mining 3430 2005 268 286
    • (2005) Active Mining , vol.3430 , pp. 268-286
    • Hirano, S.1    Tsumoto, S.2
  • 48
    • 34147169446 scopus 로고    scopus 로고
    • An interweaved HMM/DTW approach to robust time series clustering
    • DOI 10.1109/ICPR.2006.257, 1699488, Proceedings - 18th International Conference on Pattern Recognition, ICPR 2006
    • J. Hu, B. Ray, and L. Han An interweaved hmm/dtw approach to robust time series clustering 18th International conference on pattern recognition, 2006. ICPR 2006 Vol. 3 2006 IEEE 145 148 (Pubitemid 46553084)
    • (2006) Proceedings - International Conference on Pattern Recognition , vol.3 , pp. 145-148
    • Jianying, H.1    Ray, B.2    Lanshan, H.3
  • 49
    • 26944454959 scopus 로고    scopus 로고
    • A fast clustering algorithm to cluster very large categorical data sets in data mining
    • Huang, Z. (1997). A fast clustering algorithm to cluster very large categorical data sets in data mining. In Research issues on data mining and knowledge discovery (pp. 1-8).
    • (1997) Research Issues on Data Mining and Knowledge Discovery , pp. 1-8
    • Huang, Z.1
  • 50
    • 27144536001 scopus 로고    scopus 로고
    • Extensions to the k-means algorithm for clustering large data sets with categorical values
    • Z. Huang Extensions to the k-means algorithm for clustering large data sets with categorical values Data Mining and Knowledge Discovery 304 3 1998 283 304 (Pubitemid 128695480)
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.3 , pp. 283-304
    • Huang, Z.1
  • 52
    • 0042711018 scopus 로고    scopus 로고
    • On the need for time series data mining benchmarks: A survey and empirical demonstration
    • E. Keogh, and S. Kasetty On the need for time series data mining benchmarks: A survey and empirical demonstration Data Mining and Knowledge Discovery 7 4 2003 349 371
    • (2003) Data Mining and Knowledge Discovery , vol.7 , Issue.4 , pp. 349-371
    • Keogh, E.1    Kasetty, S.2
  • 54
  • 55
    • 84942742938 scopus 로고    scopus 로고
    • A simple dimensionality reduction technique for fast similarity search in large time series databases
    • E. Keogh, M. Pazzani, K. Chakrabarti, and S. Mehrotra A simple dimensionality reduction technique for fast similarity search in large time series databases Knowledge and Information Systems 1805 1 2000 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
  • 56
    • 14844285758 scopus 로고    scopus 로고
    • Exact indexing of dynamic time warping
    • 10.1007/s10115-004-0154-9
    • E. Keogh, and C. Ratanamahatana Exact indexing of dynamic time warping Knowledge and Information Systems 7 3 2004 358 386 10.1007/s10115-004-0154-9
    • (2004) Knowledge and Information Systems , vol.7 , Issue.3 , pp. 358-386
    • Keogh, E.1    Ratanamahatana, C.2
  • 58
    • 0034995991 scopus 로고    scopus 로고
    • An index-based approach for similarity search supporting time warping in large sequence databases
    • Kim, S. W., Park, S., & Chu, W. W. (2001). An index-based approach for similarity search supporting time warping in large sequence databases. In Proceedings of international conference on data engineering (pp. 607-614). (Pubitemid 32457164)
    • (2001) Proceedings - International Conference on Data Engineering , pp. 607-614
    • Kim, S.-W.1    Park, S.2    Chu, W.W.3
  • 60
    • 80051606484 scopus 로고    scopus 로고
    • A novel two-level clustering method for time series data analysis
    • 10.1016/j.eswa.2010.02.089
    • C.-P.P. Lai, P.-C.C. Chung, and V.S. Tseng A novel two-level clustering method for time series data analysis Expert Systems with Applications 37 9 2010 6319 6326 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
  • 61
    • 84872029278 scopus 로고    scopus 로고
    • Data mining investigation of co-movements on the Taiwan and China stock markets for future investment portfolio
    • 10.1016/j.eswa.2012.08.075
    • S. Liao, and S. Chou Data mining investigation of co-movements on the Taiwan and China stock markets for future investment portfolio Expert Systems with Applications 40 5 2013 1542 1554 10.1016/j.eswa.2012.08.075
    • (2013) Expert Systems with Applications , vol.40 , Issue.5 , pp. 1542-1554
    • Liao, S.1    Chou, S.2
  • 62
    • 78650705534 scopus 로고    scopus 로고
    • Mining the co-movement between foreign exchange rates and category stock indexes in the Taiwan financial capital market
    • S. Liao, P. Chu, and Y. You Mining the co-movement between foreign exchange rates and category stock indexes in the Taiwan financial capital market Expert Systems With Applications 38 1 2011 4608 4617
    • (2011) Expert Systems with Applications , vol.38 , Issue.1 , pp. 4608-4617
    • Liao, S.1    Chu, P.2    You, Y.3
  • 64
    • 34548093287 scopus 로고    scopus 로고
    • Experiencing SAX: A novel symbolic representation of time series
    • DOI 10.1007/s10618-007-0064-z
    • J. Lin, E. Keogh, L. Wei, and S. Lonardi Experiencing SAX: A novel symbolic representation of time series Data Mining and Knowledge Discovery 15 2 2007 107 144 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
  • 68
    • 84874520451 scopus 로고    scopus 로고
    • Co-movement of Asia-Pacific with European and US stock market returns: A cross-time-frequency analysis
    • L. Loh Co-movement of Asia-Pacific with European and US stock market returns: A cross-time-frequency analysis Research in International Business and Finance 29 2013 1 13
    • (2013) Research in International Business and Finance , vol.29 , pp. 1-13
    • Loh, L.1
  • 70
    • 2942629212 scopus 로고    scopus 로고
    • Dynamic modeling of stock market interdependencies: An empirical investigation of Australia and the Asian NICs
    • A. Masih, and R. Masih Dynamic modeling of stock market interdependencies: an empirical investigation of Australia and the Asian NICs Review of Pacific Basin Financial Markets and Policies 4 2 2001 1323 9244
    • (2001) Review of Pacific Basin Financial Markets and Policies , vol.4 , Issue.2 , pp. 1323-9244
    • Masih, A.1    Masih, R.2
  • 71
    • 77957844570 scopus 로고    scopus 로고
    • Clustering Indian stock market data for portfolio management
    • S. Nanda, B. Mahanty, and M. Tiwari Clustering Indian stock market data for portfolio management Expert Systems with Applications 37 12 2010 8793 8798
    • (2010) Expert Systems with Applications , vol.37 , Issue.12 , pp. 8793-8798
    • Nanda, S.1    Mahanty, B.2    Tiwari, M.3
  • 72
    • 79151483731 scopus 로고    scopus 로고
    • Time series labeling algorithms based on the K-nearest neighbors' frequencies
    • E.N. Nasibova, and S. Pekerb Time series labeling algorithms based on the K-nearest neighbors' frequencies Expert Systems with Applications 38 5 2011 5028 5035
    • (2011) Expert Systems with Applications , vol.38 , Issue.5 , pp. 5028-5035
    • Nasibova, E.N.1    Pekerb, S.2
  • 74
    • 66249142320 scopus 로고    scopus 로고
    • The co-movement of credit default swap, bond and stock markets: An empirical analysis
    • L. Norden, and M. Weber The co-movement of credit default swap, bond and stock markets: An empirical analysis European Financial Management 15 3 2009 529 562
    • (2009) European Financial Management , vol.15 , Issue.3 , pp. 529-562
    • Norden, L.1    Weber, M.2
  • 75
    • 84969135798 scopus 로고    scopus 로고
    • A method for clustering the experiences of a mobile robot that accords with human judgments
    • AAAI Press; MIT Press Menlo Park, CA; Cambridge, MA; London 1999
    • T. Oates, M.D. Schmill, and P.R. Cohen A method for clustering the experiences of a mobile robot that accords with human judgments Proceedings of the national conference on artificial intelligence 2000 AAAI Press; MIT Press Menlo Park, CA; Cambridge, MA; London 846 851 1999
    • (2000) Proceedings of the National Conference on Artificial Intelligence , pp. 846-851
    • Oates, T.1    Schmill, M.D.2    Cohen, P.R.3
  • 76
    • 78649324794 scopus 로고    scopus 로고
    • A global averaging method for dynamic time warping, with applications to clustering
    • 10.1016/j.patcog.2010.09.013
    • F. Petitjean, A. Ketterlin, and P. Gançarski A global averaging method for dynamic time warping, with applications to clustering Pattern Recognition 44 3 2011 678 693 10.1016/j.patcog.2010.09.013
    • (2011) Pattern Recognition , vol.44 , Issue.3 , pp. 678-693
    • Petitjean, F.1    Ketterlin, A.2    Gançarski, P.3
  • 77
    • 84862812411 scopus 로고    scopus 로고
    • Forecasting shanghai composite index based on fuzzy time series and improved C-fuzzy decision trees
    • W. Qiu, X. Liu, and L. Wang Forecasting shanghai composite index based on fuzzy time series and improved C-fuzzy decision trees Expert Systems with Applications 39 9 2012 7680
    • (2012) Expert Systems with Applications , vol.39 , Issue.9 , pp. 7680
    • Qiu, W.1    Liu, X.2    Wang, L.3
  • 82
    • 67650635165 scopus 로고    scopus 로고
    • International comovement of stock market returns: A wavelet analysis
    • A. Rua, and L. Nunes International comovement of stock market returns: A wavelet analysis Journal of Empirical Finance 16 4 2009 632 639
    • (2009) Journal of Empirical Finance , vol.16 , Issue.4 , pp. 632-639
    • Rua, A.1    Nunes, L.2
  • 86
    • 41749090269 scopus 로고    scopus 로고
    • Toward accurate dynamic time warping in linear time and space
    • S. Salvador, and P. Chan Toward accurate dynamic time warping in linear time and space Intelligent Data Analysis 11 5 2007 561 580
    • (2007) Intelligent Data Analysis , vol.11 , Issue.5 , pp. 561-580
    • Salvador, S.1    Chan, P.2
  • 87
    • 84878929829 scopus 로고    scopus 로고
    • An adaptive network-based fuzzy inference system (ANFIS) for the forecasting: The case of close price indices
    • I. Svalina, V. Galzina, R. Lujić, and G. Šimunović An adaptive network-based fuzzy inference system (ANFIS) for the forecasting: The case of close price indices Expert Systems with Applications 40 15 2013 6055 6063
    • (2013) Expert Systems with Applications , vol.40 , Issue.15 , pp. 6055-6063
    • Svalina, I.1    Galzina, V.2    Lujić, R.3    Šimunović, G.4
  • 88
    • 79955625591 scopus 로고    scopus 로고
    • Fuzzy c-means clustering-based speaker verification
    • D. Tran, and M. Wagner Fuzzy c-means clustering-based speaker verification Advances in Soft Computing - AFSS 2275 2002 363 369
    • (2002) Advances in Soft Computing - AFSS , Issue.2275 , pp. 363-369
    • Tran, D.1    Wagner, M.2
  • 91
    • 15344341533 scopus 로고    scopus 로고
    • A wavelet-based anytime algorithm for k-means clustering of time series
    • Vlachos, M., Lin, J., & Keogh, E. (2003). A wavelet-based anytime algorithm for k-means clustering of time series. In Proc. workshop on clustering (pp. 23-30).
    • (2003) Proc. Workshop on Clustering , pp. 23-30
    • Vlachos, M.1    Lin, J.2    Keogh, E.3
  • 92
    • 84870325427 scopus 로고    scopus 로고
    • Style investing, comovement and return predictability
    • S. Wahal, and M.D. Yavuz Style investing, comovement and return predictability Journal of Financial Economics 107 1 2013 136 154
    • (2013) Journal of Financial Economics , vol.107 , Issue.1 , pp. 136-154
    • Wahal, S.1    Yavuz, M.D.2
  • 93
    • 33749012790 scopus 로고    scopus 로고
    • Characteristic-based clustering for time series data
    • DOI 10.1007/s10618-005-0039-x
    • X. Wang, K. Smith, and R. Hyndman Characteristic-based clustering for time series data Data Mining and Knowledge Discovery 13 3 2006 335 364 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
  • 94
    • 84872397385 scopus 로고    scopus 로고
    • Experimental comparison of representation methods and distance measures for time series data
    • Springer, Netherlands
    • Wang, X., Mueen, A., Ding, H., Trajcevski, G., Scheuermann, P. (2012). Experimental comparison of representation methods and distance measures for time series data. Data Mining and Knowledge Discovery, Springer, Netherlands. http://dx.doi.org/10.1007/s10618-012-0250-5
    • (2012) Data Mining and Knowledge Discovery
    • Wang, X.1    Mueen, A.2    Ding, H.3    Trajcevski, G.4    Scheuermann, P.5
  • 95
    • 24044470614 scopus 로고    scopus 로고
    • Clustering of time series data - A survey
    • DOI 10.1016/j.patcog.2005.01.025, PII S0031320305001305
    • T. Warrenliao Clustering of time series data-a survey Pattern Recognition 38 11 2005 1857 1874 10.1016/j.patcog.2005.01.025 (Pubitemid 41214630)
    • (2005) Pattern Recognition , vol.38 , Issue.11 , pp. 1857-1874
    • Warren Liao, T.1
  • 96
  • 100
    • 33845236924 scopus 로고    scopus 로고
    • Unsupervised feature extraction for time series clustering using orthogonal wavelet transform
    • H. Zhang, T.B. Ho, Y. Zhang, and M.S. Lin Unsupervised feature extraction for time series clustering using orthogonal wavelet transform Informatica 30 3 2006 305 319 (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


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.