• DocumentCode
    1335580
  • Title

    Ultrametric Wavelet Regression of Multivariate Time Series: Application to Colombian Conflict Analysis

  • Author

    Murtagh, Fionn ; Spagat, Michael ; Restrepo, Jorge A.

  • Author_Institution
    Sci. Found. Ireland, Dublin, Ireland
  • Volume
    41
  • Issue
    2
  • fYear
    2011
  • fDate
    3/1/2011 12:00:00 AM
  • Firstpage
    254
  • Lastpage
    263
  • Abstract
    We first pursue the study of how hierarchy provides a well-adapted tool for the analysis of change. Then, using time sequence-constrained hierarchical clustering, we develop the practical aspects of a new approach to wavelet regression. This provides a new way to link hierarchical relationships in a multivariate time-series data set with external signals. Violence data from the Colombian conflict in the years 1990-2004 are used throughout. We conclude with some proposals for further study on the relationship between social violence and market forces, viz., between the Colombian conflict and the U.S. narcotics market.
  • Keywords
    pattern clustering; regression analysis; wavelet transforms; Colombian conflict analysis application; U.S. narcotics market; multivariate time series; time sequence constrained hierarchical clustering; time series data set; ultrametric wavelet regression; Approximation methods; Economics; Piecewise linear approximation; Production; Time series analysis; Wavelet transforms; Colombia; Euclidean metric; dendrogram; hierarchical clustering; narcotics; socioeconomics; ultrametric topology; wavelet transform;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4427
  • Type

    jour

  • DOI
    10.1109/TSMCA.2010.2064301
  • Filename
    5585789