메뉴 건너뛰기




Volumn 2015-January, Issue January, 2014, Pages 470-479

Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification

Author keywords

Dynamic Time Warping; Nearest centroid; Nearest Neighbor; Time series averaging; Time series classification

Indexed keywords

COMPUTATIONAL EFFICIENCY; TIME SERIES;

EID: 84936941169     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2014.27     Document Type: Conference Paper
Times cited : (236)

References (35)
  • 1
    • 84872397385 scopus 로고    scopus 로고
    • Experimental comparison of representation methods and distance measures for time series data
    • X. Wang, A. Mueen, H. Ding, G. Trajcevski, P. Scheuermann, and E. Keogh, " Experimental comparison of representation methods and distance measures for time series data," Data Mining and Knowledge Discovery, vol. 26, no. 2, pp. 275-309, 2013.
    • (2013) 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
  • 8
    • 78649324794 scopus 로고    scopus 로고
    • A global averaging method for dynamic time warping, with applications to clustering
    • F. Petitjean, A. Ketterlin, and P. Gançarski, " A global averaging method for dynamic time warping, with applications to clustering," Pattern Recognition, vol. 44, no. 3, pp. 678-693, 2011.
    • (2011) Pattern Recognition , vol.44 , Issue.3 , pp. 678-693
    • Petitjean, F.1    Ketterlin, A.2    Gançarski, P.3
  • 9
    • 0141733943 scopus 로고
    • Vox populi
    • F. Galton, "Vox populi, " Nature, vol. 75, no. 1949, pp. 450-451, 1907.
    • (1907) Nature , vol.75 , Issue.1949 , pp. 450-451
    • Galton, F.1
  • 10
    • 0037076272 scopus 로고    scopus 로고
    • Diagnosis of multiple cancer types by shrunken centroids of gene expression
    • R. Tibshirani, T. Hastie, B. Narasimhan, and G. Chu, " Diagnosis of multiple cancer types by shrunken centroids of gene expression," National Academy of Sciences, vol. 99, no. 10, pp. 6567-6572, 2002.
    • (2002) National Academy of Sciences , vol.99 , Issue.10 , pp. 6567-6572
    • Tibshirani, R.1    Hastie, T.2    Narasimhan, B.3    Chu, G.4
  • 11
    • 84865741262 scopus 로고    scopus 로고
    • A local mean-based k-nearest centroid neighbor classifier
    • J. Gou, Z. Yi, L. Du, and T. Xiong, "A local mean-based k-nearest centroid neighbor classifier, " The Computer Journal, vol. 55, no. 9, pp.1058-1071, 2012.
    • (2012) The Computer Journal , vol.55 , Issue.9 , pp. 1058-1071
    • Gou, J.1    Yi, Z.2    Du, L.3    Xiong, T.4
  • 12
    • 0035290015 scopus 로고    scopus 로고
    • Seeing sets: Representation by statistical properties
    • D. Ariely, "Seeing sets: Representation by statistical properties, " Psychological Science, vol. 12, no. 2, pp. 157-162, 2001.
    • (2001) Psychological Science , vol.12 , Issue.2 , pp. 157-162
    • Ariely, D.1
  • 13
    • 79951954725 scopus 로고    scopus 로고
    • Representing multiple objects as an ensemble enhances visual cognition
    • G. A. Alvarez, " Representing multiple objects as an ensemble enhances visual cognition," Trends in cognitive sciences, vol. 15, no. 3, pp. 122-131, 2011.
    • (2011) Trends in Cognitive Sciences , vol.15 , Issue.3 , pp. 122-131
    • Alvarez, G.A.1
  • 14
    • 38549083617 scopus 로고    scopus 로고
    • 100% accuracy in automatic face recognition
    • R. Jenkins,A. Burton 100% accuracy in automatic face recognition Science 319, 5862, 435-435, 2008.
    • (2008) Science , vol.319 , Issue.5862 , pp. 435-435
    • Jenkins, R.1    Burton, A.2
  • 16
    • 0028679709 scopus 로고
    • On the complexity of multiple sequence alignment
    • L. Wang and T. Jiang, "On the complexity of multiple sequence alignment, " Journal of Computational Biology, vol. 1, no. 4, pp. 337-348, 1994.
    • (1994) Journal of Computational Biology , vol.1 , Issue.4 , pp. 337-348
    • Wang, L.1    Jiang, T.2
  • 18
    • 0031486902 scopus 로고    scopus 로고
    • Alignment of curves by dynamic time warping
    • K. Wang, T. Gasser et al., "Alignment of curves by dynamic time warping, " The Annals of Statistics, vol. 25, no. 3, pp. 1251-1276, 1997.
    • (1997) The Annals of Statistics , vol.25 , Issue.3 , pp. 1251-1276
    • Wang, K.1    Gasser, T.2
  • 21
    • 0023084055 scopus 로고
    • Progressive sequence alignment as a prerequisitetto correc t phylogenetic trees
    • D.-F. Feng and R. F. Doolittle, "Progressive sequence alignment as a prerequisitetto correc t phylogenetic trees," Journal of Molecular Evolution, vol. 25, no. 4, pp. 351-360, 1987.
    • (1987) Journal of Molecular Evolution , vol.25 , Issue.4 , pp. 351-360
    • Feng, D.-F.1    Doolittle, R.F.2
  • 24
    • 68749087011 scopus 로고    scopus 로고
    • Harnessing the strengths of anytime algorithms for constant data streams
    • P. Kranen and T. Seidl, "Harnessing the strengths of anytime algorithms for constant data streams, " Data Mining and Knowledge Discovery, vol. 19, no. 2, pp. 245-260, 2009.
    • (2009) Data Mining and Knowledge Discovery , vol.19 , Issue.2 , pp. 245-260
    • Kranen, P.1    Seidl, T.2
  • 27
    • 81955161817 scopus 로고    scopus 로고
    • Summarizing a set of time series by averaging: From steiner sequence to compact multiple alignment
    • F. Petitjean and P. Gançarski, " Summarizing a set of time series by averaging: From steiner sequence to compact multiple alignment," Theoretical Computer Science, vol. 414, no. 1, pp. 76-91, 2012.
    • (2012) Theoretical Computer Science , vol.414 , Issue.1 , pp. 76-91
    • Petitjean, F.1    Gançarski, P.2
  • 28
    • 37249046121 scopus 로고    scopus 로고
    • Inaccuracies of shape averaging method using dynamic time warping for time series data
    • Springer
    • V. Niennattrakul and C. A. Ratanamahatana, " Inaccuracies of shape averaging method using dynamic time warping for time series data," in Int. Conf. on Computational Science. Springer, 2007, pp. 513-520.
    • (2007) Int. Conf. on Computational Science , pp. 513-520
    • Niennattrakul, V.1    Ratanamahatana, C.A.2
  • 29
    • 27744546228 scopus 로고    scopus 로고
    • Prototype selection for dissimilarity-based classifiers
    • E. Pekalska, R. P. Duin, and P. Pacl ík, " Prototype selection for dissimilarity-based classifiers," Pattern Recognition, vol. 39, no. 2, pp. 189-208, 2006.
    • (2006) Pattern Recognition , vol.39 , Issue.2 , pp. 189-208
    • Pekalska, E.1    Duin, R.P.2    Paclík, P.3
  • 30
    • 72849144638 scopus 로고    scopus 로고
    • Anytime clas sification using the nearest neighbor algorithm with applications to stream mining
    • K. Ueno, X. Xi, E. Keogh, and D.-J. Lee, "Anytime clas sification using the nearest neighbor algorithm with applications to stream mining," in Int. Conf. on Data Mining, IEEE, 2006, pp. 623-632.
    • (2006) Int. Conf. on Data Mining IEEE , pp. 623-632
    • Ueno, K.1    Xi, X.2    Keogh, E.3    Lee, D.-J.4
  • 32
    • 0036917539 scopus 로고    scopus 로고
    • Vector competence of california mosquitoes for west nile virus
    • L. B. Goddard, A. E. Roth, W. K. Reisen, T. W. Scott et al., " Vector competence of california mosquitoes for west nile virus," Emerging infectious diseases, vol. 8, no. 12, pp. 1385-1391, 2002.
    • (2002) Emerging Infectious Diseases , vol.8 , Issue.12 , pp. 1385-1391
    • Goddard, L.B.1    Roth, A.E.2    Reisen, W.K.3    Scott, T.W.4
  • 33
    • 84886758153 scopus 로고    scopus 로고
    • "Additional material, " http://www.tinyclues. eu /Research/ICDM2014-DTW/index.php.
    • Additional Material
  • 34
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • J. Dem͉ar, " Statistical comparisons of classifiers over multiple data sets," The Journal of Machine Learning Research, vol. 7, pp. 1-30, 2006.
    • (2006) The Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Dem͉ar, J.1
  • 35
    • 50549094423 scopus 로고    scopus 로고
    • Converting nonparametric distance-based classification to anytime algorithms
    • X. Xi,K. Ueno,E. Keogh,D.-J. Lee Converting nonparametric distance-based classification to anytime algorithms Pattern Analysis and Applications 11, 3-4, 321-336, 2008.
    • (2008) Pattern Analysis and Applications , vol.11 , Issue.3-4 , pp. 321-336
    • Xi, X.1    Ueno, K.2    Keogh, E.3    Lee, D.-J.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.