We found a match
Your institution may have access to this item. Find your institution then sign in to continue.
- Title
Some hypothesis tests based on random projection.
- Authors
Fraiman, Ricardo; Moreno, Leonardo; Vallejo, Sebastian
- Abstract
Two new non-parametric tests are proposed based on continuous one-dimensional random projections. The first one addresses central symmetry and the second addresses independence. These tests are implemented for finite and infinite dimensional (functional) data sets. Both tests are distribution-free and universally consistent. Additionally, different techniques are proposed to improve the power of the tests. Promising results have been obtained by comparing the new tests with existing ones using simulation study. Real data in Banach spaces have been used to develop an application.
- Subjects
RANDOM projection method; STATISTICAL hypothesis testing; BANACH spaces; DATA distribution; FUNCTIONALS
- Publication
Computational Statistics, 2017, Vol 32, Issue 3, p1165
- ISSN
0943-4062
- Publication type
Article
- DOI
10.1007/s00180-017-0732-4