Score-Based Hypothesis Testing for Unnormalized Models
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3187991
Abstract: Unnormalized statistical models play an important role in machine learning, statistics, and signal processing. In this paper, we derive a new hypothesis testing procedure for unnormalized models. Our approach is motivated by the success of… read more here.
Keywords: unnormalized models; hypothesis; testing unnormalized; score based ... See more keywords
Simulation-based hypothesis testing of high dimensional means under covariance heterogeneity.
Sign Up to like & getrecommendations! Published in 2017 at "Biometrics"
DOI: 10.1111/biom.12695
Abstract: In this article, we study the problem of testing the mean vectors of high dimensional data in both one-sample and two-sample cases. The proposed testing procedures employ maximum-type statistics and the parametric bootstrap techniques to… read more here.
Keywords: based hypothesis; high dimensional; testing high; simulation based ... See more keywords