Selected methods for outlier detection Cover Image

Wybrane metody identyfikacji obserwacji oddalonych
Selected methods for outlier detection

Author(s): Michał Trzęsiok
Subject(s): Economy
Published by: Wydawnictwo Uniwersytetu Ekonomicznego we Wrocławiu
Keywords: outlier detection; multivariate statistical analysis

Summary/Abstract: In the paper we try to set in order different definitions of outliers. We also col-late a few selected outlier detection techniques, which represent very different approaches to outliers identification: classical univariate method embodied in boxplots, Andrews’ curves, methods based on Mahalonobis distance, local outlier factor method, support vector ma-chines. Moreover, we empirically examine the agreement between the results of outlier de-tection methods on the demanding dataset Social Diagnosis 2011.

  • Issue Year: 2014
  • Issue No: 327
  • Page Range: 157-166
  • Page Count: 10
  • Language: Polish
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