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by Yijun Zuo, Robert Ser Ing
http://math.la.asu.edu/~zuoyijun/papers_html/annals00b.ps
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Abstract:
Statistical depth functions have become increasingly used in nonparametric inference for multivariate data. Here the contours of such functions are studied. Structural properties of the regions enclosed by contours, such as ane equivariance, nestedness, connectedness, and compactness, and almost sure convergence results for sample depth contours, are established. Also, specialized results are established for some popular depth functions, including halfspace depth, and for the case of elliptical distributions. Finally, some needed foundational results on almost sure convergence of sample depth functions are provided.
Citations
|
174
|
Empirical Processes with Applications to Statistics
– Shorack, Wellner
- 1986
|
|
122
|
Probability inequalities for sums of bounded random variables
– Hoeding
- 1963
|
|
76
|
Data Analysis and Regression
– Mosteller, Tukey
- 1977
|
|
69
|
Mathematics and the picturing of data
– Tukey
- 1975
|
|
63
|
Multivariate analysis by data depth: descriptive statistics, graphics and inference. The Annals of Statistics
– Liu, Parelius, et al.
- 1999
|
|
55
|
On the generalized distance in statistics
– Mahalanobis
- 1936
|
|
52
|
On a notion of data depth based on random simplices
– Liu
- 1990
|
|
45
|
Computing depth contours of bivariate point clouds
– Ruts, Rousseeuw
- 1996
|
|
40
|
Computing location depth and regression depth in higher dimensions
– Rousseeuw, Struyf
- 1998
|
|
35
|
Breakdown properties of multivariate location estimators
– Donoho
- 1982
|
|
34
|
General notions of statistical depth function
– Zuo, Serfling
|
|
27
|
A quality index based on data depth and multivariate rank tests
– Liu, Singh
- 1993
|
|
24
|
Convergence of depth contours for multivariate datasets
– He, Wang
- 1997
|
|
23
|
Limit theorems for U-processes
– Arcones, GinĂ©
- 1993
|
|
22
|
Approximation Theorems of Mathematical Statistics
– Ser
- 1980
|
|
19
|
On the performance of some robust nonparametric location measures relative to a general notion of multivariate symmetry
– ZUO, SERFLING
|
|
16
|
Regression depth (with discussion
– Rousseeuw, Hubert
- 1999
|
|
15
|
Halfplane trimming for bivariate distributions
– Masse, Theodorescu
- 1994
|
|
14
|
Data depth and multivariate rank tests
– Liu
- 1992
|
|
14
|
Asymptotics for multivariate trimming
– Nolan
- 1992
|
|
12
|
Nonparametric notions of multivariate \scatter measure " and \more scattered" based on statistical depth functions
– Zuo, Ser
- 2000
|
|
9
|
Ordering of multivariate data
– Eddy
- 1985
|
|
7
|
Methodology based on the L 1 norm in statistical inference
– Rao
- 1988
|
|
7
|
A notion of majority depth
– Singh
- 1991
|
|
6
|
Balanced Con Regions Based on Tukey's Depth and the Bootstrap
– Yeh, Singh
- 1997
|
|
3
|
On the uniform conergence of relative frequencies of events to their probabilities
– Vapnik
- 1971
|