Wybrane metody identyfikacji obserwacji oddalonych
Selected methods for outlier detection
Author(s): Michał TrzęsiokSubject(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.
Journal: Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu
- Issue Year: 2014
- Issue No: 327
- Page Range: 157-166
- Page Count: 10
- Language: Polish