Events2Join

TWO|SAMPLE TESTS FOR HIGH|DIMENSIONAL LINEAR ...


TWO-SAMPLE TESTS FOR HIGH-DIMENSIONAL LINEAR ...

For any vector µd ∈ Rp, let µ−i,d denote the (p − 1)-dimensional vector. Page 5. TWO-SAMPLE TESTS FOR HIGH-DIMENSIONAL LINEAR REGRESSION. 67 formed by ...

Two-Sample Tests for High-Dimensional Linear Regression with an ...

A procedure for testing the equality of the two regression vectors globally is proposed and shown to be particularly powerful against sparse alternatives. We ...

TWO-SAMPLE TESTS FOR HIGH-DIMENSIONAL LINEAR ... - jstor

For any vector nd G Rp, let fJ,-itd denote the (p - l)-dimensional vector. Page 5. TWO-SAMPLE TESTS FOR HIGH-DIMENSIONAL LINEAR REGRESSION 67 formed by ...

Two-Sample Tests for High-Dimensional Linear Regression with an ...

Motivated by applications in genomics, we consider in this paper global and multiple testing for the comparisons of two high-dimensional linear regression ...

Two-sample testing of high-dimensional linear regression ...

Abstract. We introduce a new method for two-sample testing of high-dimensional linear regression coefficients without assuming that those ...

Two-sample testing of high-dimensional linear regression ... - arXiv

Title:Two-sample testing of high-dimensional linear regression coefficients via complementary sketching ... Abstract:We introduce a new method for ...

Two-sample test of high dimensional means under dependence

We introduce a new test statistic that is based on a linear transformation of the data by the precision matrix which incorporates the correlations between the ...

[PDF] Two-Sample Tests for High-Dimensional Linear Regression ...

A procedure for testing the equality of the two regression vectors globally is proposed and shown to be particularly powerful against sparse alternatives, ...

On the High Dimensional Power of a Linear-Time Two Sample Test ...

Nonparametric two sample testing deals with the question of consistently deciding if two distributions are different, given samples.

adaptive two-sample test for high-dimensional means | Biometrika

Two-sample testing on the equality of two high-dimensional means is common in genomics and genetics. For instance, Chen & Qin (2010) considered analysis of ...

On the High Dimensional Power of a Linear-Time Two Sample Test ...

This paper is to explicitly characterize the power of a popular nonparametric two sample test, designed for general alternatives, under a mean-shift ...

Some Simple High Dimensional One and Two Sample Tests

Several one sample tests use the same test statistic Tn with different estimators of the variance. V (Tn). Rather simple theory from U-statistics is used to ...

Two-sample testing in non-sparse high-dimensional linear models

Title:Two-sample testing in non-sparse high-dimensional linear models ... Abstract:In analyzing high-dimensional models, sparsity of the model ...

Two-sample test in high dimensions through random selection

Testing the equality for two-sample means with high dimensional distributions is a fundamental problem in statistics. In the past two decades, many efforts ...

Two-Sample Tests for High-Dimensional Linear Regression with an ...

Request PDF | Two-Sample Tests for High-Dimensional Linear Regression with an Application to Detecting Interactions | Motivated by applications in genomics, ...

Two-sample tests of high-dimensional means for compositional data

We propose a test through the centred log-ratio transformation of the compositions. The asymptotic null distribution of the test statistic is derived and its ...

highmean: Two-Sample Tests for High-Dimensional Mean Vectors

"A test for the mean vector with fewer observations than the dimension." Journal of Multivariate Analysis, 99(3), 386–402. Xu G, Lin L, Wei P, and Pan W (2016).

A two sample test in high dimensional data - ScienceDirect.com

In this paper we propose a test for testing the equality of the mean vectors of two groups with unequal covariance matrices based on ... and ... independently ...

A Robust High-Dimensional Test for Two-Sample Comparisons - MDPI

The Hotelling T 2 statistic is used to compare the mean vectors of two independent multivariate Gaussian distributions. Nevertheless, this statistic is ...

Distribution/correlation-free test for two-sample means in high ...

We propose a methodology for testing two-sample means in high-dimensional functional data that requires no decaying pattern on eigenvalues of the functional ...