Nonparametric tests for multivariate locations based on data depth

ABSTRACT The present paper deals with the problem of testing equality of locations of two multivariate distributions using a notion of data depth. A notion of data depth has been used to measure centrality/outlyingness of a given point in a given data cloud. The paper proposes two nonparametric tests for testing equality of locations of two multivariate populations which are developed by observing the behavior of the depth versus depth plot. Simulation study reveals that the proposed tests are superior to the existing tests based on the data depth with regard to power. Illustrations with real data are provided.

[1]  Regina Y. Liu,et al.  Multivariate analysis by data depth: descriptive statistics, graphics and inference, (with discussion and a rejoinder by Liu and Singh) , 1999 .

[2]  D. Donoho,et al.  Breakdown Properties of Location Estimates Based on Halfspace Depth and Projected Outlyingness , 1992 .

[3]  ARTHUR THOMSON,et al.  The Ancient Races of the Thebaid , 1905, Nature.

[4]  Regina Y. Liu,et al.  DD-Classifier: Nonparametric Classification Procedure Based on DD-Plot , 2012 .

[5]  P. Mahalanobis On the generalized distance in statistics , 1936 .

[6]  Richard A. Johnson,et al.  Applied Multivariate Statistical Analysis , 1983 .

[7]  Peter J. Rousseeuw,et al.  Robust regression and outlier detection , 1987 .

[8]  Christopher G. Small,et al.  A nonparametric multivariate multisample test based on data depth , 2012 .

[9]  Hannu Oja,et al.  AFFINE INVARIANT MULTIVARIATE RANK TESTS FOR SEVERAL SAMPLES , 1998 .

[10]  P. Chaudhuri On a geometric notion of quantiles for multivariate data , 1996 .

[11]  Regina Y. Liu,et al.  New Nonparametric Tests of Multivariate Locations and Scales Using Data Depth , 2004 .

[12]  R. Serfling,et al.  General notions of statistical depth function , 2000 .

[13]  R. Serfling A Depth Function and a Scale Curve Based on Spatial Quantiles , 2002 .

[14]  P. Jolicoeur,et al.  Size and shape variation in the painted turtle. A principal component analysis. , 1960, Growth.

[15]  Regina Y. Liu On a Notion of Data Depth Based on Random Simplices , 1990 .

[16]  Charles E. Heckler,et al.  Applied Multivariate Statistical Analysis , 2005, Technometrics.

[17]  Y. H. Dovoedo,et al.  Power of depth-based nonparametric tests for multivariate locations , 2015 .

[18]  P. Rousseeuw Multivariate estimation with high breakdown point , 1985 .

[19]  Regina Y. Liu,et al.  A Quality Index Based on Data Depth and Multivariate Rank Tests , 1993 .