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Volumn 45, Issue , 2014, Pages 24-33

Exploratory analysis of time series data: Detection of partial similarities, clustering, and visualization

Author keywords

Clustering; Partial similarity; Time series data

Indexed keywords

CLUSTER ANALYSIS; CLUSTERING ALGORITHMS; DATA VISUALIZATION; TIME SERIES;

EID: 84895733474     PISSN: 01989715     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compenvurbsys.2014.02.001     Document Type: Article
Times cited : (21)

References (50)
  • 1
    • 0001185891 scopus 로고
    • Searching for the elusive aggregation effect: evidence from statistical simulations
    • Amrhein C.G. Searching for the elusive aggregation effect: evidence from statistical simulations. Environment and Planning A 1995, 27:105-119.
    • (1995) Environment and Planning A , vol.27 , pp. 105-119
    • Amrhein, C.G.1
  • 2
    • 84895759965 scopus 로고    scopus 로고
    • Temporal data mining: an overview. In Proceedings of KDD '01 workshop on temporal data mining (pp. 1-15).
    • Antunes, C. M., & Oliveira, A. L. (2001). Temporal data mining: an overview. In Proceedings of KDD '01 workshop on temporal data mining (pp. 1-15).
    • (2001)
    • Antunes, C.M.1    Oliveira, A.L.2
  • 3
    • 40649120675 scopus 로고    scopus 로고
    • State-space discrimination and clustering of atmospheric time series data based on Kullback information measures
    • Bengtsson T., Cavanaugh J.E. State-space discrimination and clustering of atmospheric time series data based on Kullback information measures. Environmetrics 2008, 19:103-121.
    • (2008) Environmetrics , vol.19 , pp. 103-121
    • Bengtsson, T.1    Cavanaugh, J.E.2
  • 4
    • 45949116115 scopus 로고
    • The geographic distribution of unemployment rates in the U.S.: a spatial-time series analysis
    • Bronars S.G., Jansen D.W. The geographic distribution of unemployment rates in the U.S.: a spatial-time series analysis. Journal of Econometrics 1987, 36:251-279.
    • (1987) Journal of Econometrics , vol.36 , pp. 251-279
    • Bronars, S.G.1    Jansen, D.W.2
  • 5
    • 84870553659 scopus 로고    scopus 로고
    • Useful clustering outcomes from meaningful time series clustering. In Proceedings of the 6th Australasian data mining conference (AusDM '07) (pp. 101-110).
    • Chen, J. R. (2007). Useful clustering outcomes from meaningful time series clustering. In Proceedings of the 6th Australasian data mining conference (AusDM '07) (pp. 101-110).
    • (2007)
    • Chen, J.R.1
  • 6
    • 37049005158 scopus 로고    scopus 로고
    • The modifiable areal unit problem (MAUP) in physical geography
    • Dark S.J., Bram D. The modifiable areal unit problem (MAUP) in physical geography. Progress in Physical Geography 2007, 31:471-479.
    • (2007) Progress in Physical Geography , vol.31 , pp. 471-479
    • Dark, S.J.1    Bram, D.2
  • 7
    • 58549093382 scopus 로고    scopus 로고
    • Pattern-based time-series subsequence clustering using radial distribution functions
    • Denton A.M., Besemann C.A., Dorr D.H. Pattern-based time-series subsequence clustering using radial distribution functions. Knowledge and Information Systems 2008, 18:1-27.
    • (2008) Knowledge and Information Systems , vol.18 , pp. 1-27
    • Denton, A.M.1    Besemann, C.A.2    Dorr, D.H.3
  • 8
    • 0026303568 scopus 로고
    • The modifiable areal unit problem in multivariate statistical analysis
    • Fotheringham A.S., Wong D.W.S. The modifiable areal unit problem in multivariate statistical analysis. Environment and Planning A 1991, 23:1025-1044.
    • (1991) Environment and Planning A , vol.23 , pp. 1025-1044
    • Fotheringham, A.S.1    Wong, D.W.S.2
  • 9
    • 0027705107 scopus 로고
    • Climate zones of the conterminous United States defined using cluster analysis
    • Fovell R., Fovell M. Climate zones of the conterminous United States defined using cluster analysis. Journal of Climate 1993, 6:2103-2135.
    • (1993) Journal of Climate , vol.6 , pp. 2103-2135
    • Fovell, R.1    Fovell, M.2
  • 10
    • 84895749003 scopus 로고    scopus 로고
    • Pattern discovery from stock time series using self-organizing maps. In Proceedings of the 7th ACM SIGKDD international conference on knowledge discovery and data mining (KDD 2001) workshop on temporal data mining (pp. 27-37).
    • Fu, T. C., Chung, F. L., Luk, R., & Ng, V. (2001). Pattern discovery from stock time series using self-organizing maps. In Proceedings of the 7th ACM SIGKDD international conference on knowledge discovery and data mining (KDD 2001) workshop on temporal data mining (pp. 27-37).
    • (2001)
    • Fu, T.C.1    Chung, F.L.2    Luk, R.3    Ng, V.4
  • 12
    • 0027041147 scopus 로고
    • A time series analysis of regional income inequalities and migration in Japan
    • Gauthier H.L., Tanaka K., Smith W.R. A time series analysis of regional income inequalities and migration in Japan. Geographical Analysis 1992, 24:283-298.
    • (1992) Geographical Analysis , vol.24 , pp. 283-298
    • Gauthier, H.L.1    Tanaka, K.2    Smith, W.R.3
  • 13
    • 34547637224 scopus 로고    scopus 로고
    • In search of meaning for time series subsequence clustering: matching algorithms based on a new distance measure. In Proceedings of the conference on information and knowledge management (CIKM '06)
    • Goldin, D., Mardales, R., & Nagy, G. (2006). In search of meaning for time series subsequence clustering: matching algorithms based on a new distance measure. In Proceedings of the conference on information and knowledge management (CIKM '06) (pp. 347-356).
    • (2006) , pp. 347-356
    • Goldin, D.1    Mardales, R.2    Nagy, G.3
  • 14
    • 0029479393 scopus 로고
    • On the application of cluster analysis to growing season precipitation data in North America east of the Rockies
    • Gong X., Richman M. On the application of cluster analysis to growing season precipitation data in North America east of the Rockies. Journal of Climate 1995, 8:897-931.
    • (1995) Journal of Climate , vol.8 , pp. 897-931
    • Gong, X.1    Richman, M.2
  • 15
    • 84876310398 scopus 로고    scopus 로고
    • Consistent classification of image time series with automatic adaptive signature generalization
    • Gray J., Song C. Consistent classification of image time series with automatic adaptive signature generalization. Remote Sensing of Environment 2013, 134:333-341.
    • (2013) Remote Sensing of Environment , vol.134 , pp. 333-341
    • Gray, J.1    Song, C.2
  • 16
    • 31344479581 scopus 로고    scopus 로고
    • Exploring between site differences in water quality trends: a functional data analysis approach
    • Henderson B. Exploring between site differences in water quality trends: a functional data analysis approach. Environmetrics 2006, 17:65-80.
    • (2006) Environmetrics , vol.17 , pp. 65-80
    • Henderson, B.1
  • 17
    • 0030485008 scopus 로고    scopus 로고
    • Aggregation and ecological effects in geographically based data
    • Holt D., Steel D.G., Tranmer M., Wrigley N. Aggregation and ecological effects in geographically based data. Geographical Analysis 1996, 28:244-261.
    • (1996) Geographical Analysis , vol.28 , pp. 244-261
    • Holt, D.1    Steel, D.G.2    Tranmer, M.3    Wrigley, N.4
  • 18
    • 55449111842 scopus 로고    scopus 로고
    • Analysis of monitoring networks by functional clustering
    • Ignaccolo R., Ghigo S., Giovenali E. Analysis of monitoring networks by functional clustering. Environmetrics 2008, 62:672-686.
    • (2008) Environmetrics , vol.62 , pp. 672-686
    • Ignaccolo, R.1    Ghigo, S.2    Giovenali, E.3
  • 19
    • 0000297525 scopus 로고    scopus 로고
    • The modifiable areal unit problem and implications for landscape ecology
    • Jelinski D.E., Wu J. The modifiable areal unit problem and implications for landscape ecology. Landscape ecology 1996, 11:129-140.
    • (1996) Landscape ecology , vol.11 , pp. 129-140
    • Jelinski, D.E.1    Wu, J.2
  • 20
    • 84872771968 scopus 로고    scopus 로고
    • Clustering algorithm for network constraint trajectories
    • Springer, Berlin, A. Ruas, C.M. Gold (Eds.) Headway in Spatial Data Handling, 13th International Symposium on Spatial Data Handling
    • Kharrat A., Popa I.S., Zeitouni K., Faiz S. Clustering algorithm for network constraint trajectories. Lecture Notes in Geoinformation and Cartography 2008, 631-647. Springer, Berlin. A. Ruas, C.M. Gold (Eds.).
    • (2008) Lecture Notes in Geoinformation and Cartography , pp. 631-647
    • Kharrat, A.1    Popa, I.S.2    Zeitouni, K.3    Faiz, S.4
  • 21
    • 0034832364 scopus 로고    scopus 로고
    • Locally adaptive dimensionality reduction for indexing large time series databases. In Proceedings of the 2001 ACM SIGMOD international conference on management of data
    • Keogh, E., Chakrabarti, K., Mehrotra, S., & Pazzani, M. (2001). Locally adaptive dimensionality reduction for indexing large time series databases. In Proceedings of the 2001 ACM SIGMOD international conference on management of data (pp. 151-163).
    • (2001) , pp. 151-163
    • Keogh, E.1    Chakrabarti, K.2    Mehrotra, S.3    Pazzani, M.4
  • 22
    • 21844471761 scopus 로고    scopus 로고
    • Clustering of time series subsequences is meaningless: implications for previous and future research
    • Keogh E., Lin J. Clustering of time series subsequences is meaningless: implications for previous and future research. Knowledge and Information Systems 2005, 8:154-177.
    • (2005) Knowledge and Information Systems , vol.8 , pp. 154-177
    • Keogh, E.1    Lin, J.2
  • 23
    • 74449088370 scopus 로고    scopus 로고
    • The relationship between recent gasoline price fluctuations and transit ridership in major US cities
    • Lane B.W. The relationship between recent gasoline price fluctuations and transit ridership in major US cities. Journal of Transport Geography 2010, 18:214-225.
    • (2010) Journal of Transport Geography , vol.18 , pp. 214-225
    • Lane, B.W.1
  • 24
    • 84860446035 scopus 로고    scopus 로고
    • A time-series analysis of gasoline prices and public transportation in US metropolitan areas
    • Lane B.W. A time-series analysis of gasoline prices and public transportation in US metropolitan areas. Journal of Transport Geography 2012, 22:221-235.
    • (2012) Journal of Transport Geography , vol.22 , pp. 221-235
    • Lane, B.W.1
  • 25
    • 83755216296 scopus 로고    scopus 로고
    • Mining spatio-temporal data of traffic accidents and spatial pattern visualization
    • Lavrač N., Jesenovec D., Trdin N., Kosta N.M. Mining spatio-temporal data of traffic accidents and spatial pattern visualization. Metodološki zvezki 2008, 5:45-63.
    • (2008) Metodološki zvezki , vol.5 , pp. 45-63
    • Lavrač, N.1    Jesenovec, D.2    Trdin, N.3    Kosta, N.M.4
  • 26
    • 1642373993 scopus 로고    scopus 로고
    • Interpolation methods for spatio-temporal geographic data
    • Li L., Revesz P. Interpolation methods for spatio-temporal geographic data. Computers, Environment and Urban Systems 2004, 28:201-227.
    • (2004) Computers, Environment and Urban Systems , vol.28 , pp. 201-227
    • Li, L.1    Revesz, P.2
  • 27
    • 57649232278 scopus 로고    scopus 로고
    • An application of the shape function based spatiotemporal interpolation method on ozone and population exposure in the contiguous U.S
    • Li L., Piltner R. An application of the shape function based spatiotemporal interpolation method on ozone and population exposure in the contiguous U.S. Journal of Environment Informatics 2006, 12:120-128.
    • (2006) Journal of Environment Informatics , vol.12 , pp. 120-128
    • Li, L.1    Piltner, R.2
  • 28
    • 24044470614 scopus 로고    scopus 로고
    • Clustering of time series data - a survey
    • Liao T.W.L. Clustering of time series data - a survey. Pattern Recognition 2005, 38:1857-1874.
    • (2005) Pattern Recognition , vol.38 , pp. 1857-1874
    • Liao, T.W.L.1
  • 29
    • 0028456570 scopus 로고
    • Temporal trends in migration in the Aland Islands: effects of population size and geographic distance
    • Mielke J.H., Relethford J.H., Eriksson A.W. Temporal trends in migration in the Aland Islands: effects of population size and geographic distance. Human Biology 1994, 66:399-410.
    • (1994) Human Biology , vol.66 , pp. 399-410
    • Mielke, J.H.1    Relethford, J.H.2    Eriksson, A.W.3
  • 30
    • 33746240855 scopus 로고    scopus 로고
    • Air pollution removal by urban trees and shrubs in the United States
    • Nowak D.J., Crane D.E., Stevens J.C. Air pollution removal by urban trees and shrubs in the United States. Urban Forestry & Urban Greening 2006, 4:115-123.
    • (2006) Urban Forestry & Urban Greening , vol.4 , pp. 115-123
    • Nowak, D.J.1    Crane, D.E.2    Stevens, J.C.3
  • 31
    • 0035125585 scopus 로고    scopus 로고
    • An exploratory method for qualitative trend curve analysis - a robust method against low quality data
    • Okabe A., Masuyama A. An exploratory method for qualitative trend curve analysis - a robust method against low quality data. International Journal of Geographical Information Science 2001, 15:65-76.
    • (2001) International Journal of Geographical Information Science , vol.15 , pp. 65-76
    • Okabe, A.1    Masuyama, A.2
  • 32
    • 0001147311 scopus 로고
    • A geographical solution to scale and aggregation problems in region-building, partitioning and spatial modelling
    • Openshaw S. A geographical solution to scale and aggregation problems in region-building, partitioning and spatial modelling. Transactions of the Institute of British Geographers, New Series 1977, 2:459-472.
    • (1977) Transactions of the Institute of British Geographers, New Series , vol.2 , pp. 459-472
    • Openshaw, S.1
  • 33
    • 0001385973 scopus 로고
    • Optimal zoning systems for spatial interaction models
    • Openshaw S. Optimal zoning systems for spatial interaction models. Environment and Planning A 1977, 9:169-184.
    • (1977) Environment and Planning A , vol.9 , pp. 169-184
    • Openshaw, S.1
  • 34
    • 84895736503 scopus 로고
    • The modifiable areal unit problem. CATMOG 38. Norwich, England: GeoBooks.
    • Openshaw, S. (1984). The modifiable areal unit problem. CATMOG 38. Norwich, England: GeoBooks.
    • (1984)
    • Openshaw, S.1
  • 38
    • 14644425304 scopus 로고    scopus 로고
    • A Bayesian approach for the spatiotemporal interpolation of environmental data
    • Riccio A. A Bayesian approach for the spatiotemporal interpolation of environmental data. Monthly Weather Review 2005, 133:430-440.
    • (2005) Monthly Weather Review , vol.133 , pp. 430-440
    • Riccio, A.1
  • 39
    • 0022165104 scopus 로고
    • Climatic pattern analysis of 3- and 7-day summer rainfall in the central United States: some methodological considerations and a regionalization
    • Richman M., Lamb J. Climatic pattern analysis of 3- and 7-day summer rainfall in the central United States: some methodological considerations and a regionalization. Journal of Climate and Applied Meteorology 1985, 8:1325-1343.
    • (1985) Journal of Climate and Applied Meteorology , vol.8 , pp. 1325-1343
    • Richman, M.1    Lamb, J.2
  • 40
    • 0034757208 scopus 로고    scopus 로고
    • Number of polygons generated by map overlay: the case of convex polygons
    • Sadahiro Y. Number of polygons generated by map overlay: the case of convex polygons. Transactions in GIS 2001, 5:345-353.
    • (2001) Transactions in GIS , vol.5 , pp. 345-353
    • Sadahiro, Y.1
  • 41
    • 77953626100 scopus 로고    scopus 로고
    • Analysis of the spatial relations among point distributions on a discrete space
    • Sadahiro Y. Analysis of the spatial relations among point distributions on a discrete space. International Journal of Geographical Information Science 2010, 24:997-1014.
    • (2010) International Journal of Geographical Information Science , vol.24 , pp. 997-1014
    • Sadahiro, Y.1
  • 42
    • 84873287696 scopus 로고    scopus 로고
    • Trajectories of moving objects on a network: detection of similarities, visualization of relations, and classification of trajectories
    • Sadahiro Y., Lay R., Kobayashi T. Trajectories of moving objects on a network: detection of similarities, visualization of relations, and classification of trajectories. Transactions in GIS 2013, 17:18-40.
    • (2013) Transactions in GIS , vol.17 , pp. 18-40
    • Sadahiro, Y.1    Lay, R.2    Kobayashi, T.3
  • 44
    • 0006045982 scopus 로고    scopus 로고
    • Exploring spatio-temporal data
    • Taylor & Francis, London, M. Fisher, H.J. Scholten, D. Unwin (Eds.)
    • Unwin A. Exploring spatio-temporal data. Spatial analytical perspectives on GIS 1996, 101-109. Taylor & Francis, London. M. Fisher, H.J. Scholten, D. Unwin (Eds.).
    • (1996) Spatial analytical perspectives on GIS , pp. 101-109
    • Unwin, A.1
  • 45
    • 84895755700 scopus 로고    scopus 로고
    • U.S. Department of Transportation Census transportation planning products.
    • U.S. Department of Transportation (2000). Census transportation planning products. . http://www.fhwa.dot.gov/ctpp/.
    • (2000)
  • 46
    • 0000775455 scopus 로고    scopus 로고
    • A colour composite of NOAA-AVHRR NDVI based on time series analysis (1981-1982)
    • Verhoef W., Meneti M., Azzali S. A colour composite of NOAA-AVHRR NDVI based on time series analysis (1981-1982). International Journal of Remote Sensing 1996, 17:231-235.
    • (1996) International Journal of Remote Sensing , vol.17 , pp. 231-235
    • Verhoef, W.1    Meneti, M.2    Azzali, S.3
  • 47
    • 0034655825 scopus 로고    scopus 로고
    • Automatic classification of time series (ACTS): a new clustering method for remote sensing time series
    • Viovy N. Automatic classification of time series (ACTS): a new clustering method for remote sensing time series. International Journal of Remote Sensing 2000, 21:1537-1560.
    • (2000) International Journal of Remote Sensing , vol.21 , pp. 1537-1560
    • Viovy, N.1
  • 48
    • 33749571730 scopus 로고    scopus 로고
    • Semi-supervised time series classification. In Proceedings of the 12th ACM SIGKDD Internat01 ACM SIGMOD international conference on knowledge discovery and data mining
    • Wei, L., & Keogh, E. (2006). Semi-supervised time series classification. In Proceedings of the 12th ACM SIGKDD Internat01 ACM SIGMOD international conference on knowledge discovery and data mining (pp. 748-753).
    • (2006) , pp. 748-753
    • Wei, L.1    Keogh, E.2
  • 49
    • 47049096762 scopus 로고    scopus 로고
    • Land cover classification of the North China Plain using MODIS_EVI time series
    • Xia Z., Rui S., Bing Z., Qingxi T. Land cover classification of the North China Plain using MODIS_EVI time series. Photogrammetry & Remote Sensing 2008, 63:476-484.
    • (2008) Photogrammetry & Remote Sensing , vol.63 , pp. 476-484
    • Xia, Z.1    Rui, S.2    Bing, Z.3    Qingxi, T.4


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