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stat.ME2023
Screening Methods for Classification Based on Non-parametric Bayesian Tests
Naveed Merchant, Jeffrey D. Hart
Feature or variable selection is a problem inherent to large data sets. While many methods have been proposed to deal with this problem, some can scale poorly with the number of pr…
stat.ME2020
Use of Cross-validation Bayes Factors to Test Equality of Two Densities
Jeffery Hart, Taeryon Choi, Naveed Merchant
We propose a non-parametric, two-sample Bayesian test for checking whether or not two data sets share a common distribution. The test makes use of data splitting ideas and does not…