Title: Sample Size Calculation for High Dimensional Classification
Maintainer: Brisa N. Sanchez <brisa@umich.edu>
Description: Determine the sample size requirement to achieve the target probability of correct classification (PCC) for studies employing high-dimensional features.  The package implements functions to 1) determine the asymptotic feasibility of the classification problem; 2) compute the upper bounds of the PCC for any linear classifier; 3) estimate the PCC of three design methods given design assumptions; 4) determine the sample size requirement to achieve the target PCC for three design methods.
Packaged: 2016-06-11 01:01:05 UTC; jiangwenjiaowa

Title: Tests for High Dimensional Generalized Linear Models
Description: Test the significance of coefficients in high dimensional generalized linear models.

Title: Highest (Posterior) Density Intervals
Description: A generic function and a set of methods to calculate highest density intervals for a variety of classes of objects which can specify a probability density distribution, including MCMC output, fitted density objects, and functions.

Authors@R: c(person("Ngumbang", "Juat", role="cre", email="ngumbangjuat@hotmail.com"),

Title: Distribution-Free Exact High Dimensional Low Sample Size
Authors@R: c(person("Biplab", "Paul", role = c("aut", "cre"), email = "biplab.paul@niser.ac.in"),
person("Shyamal K.", "De", role = c("aut")),
person("Anil K.", "Ghosh", role = c("aut")))
Description: We construct four new exact level (size) alpha tests for testing the equality
of k distributions, which can be conveniently used in high dimensional low sample
size setup based on clustering. These tests are easy to implement and distribution-free.
Under mild conditions, we have proved the consistency of these tests as the dimension
d of each observation grows to infinity, whereas the sample size remains fixed.
We also apply step-down-procedure (1979) for multiple testing. Details are in
Biplab Paul, Shyamal K De and Anil K Ghosh (2020); Soham Sarkar and Anil K Ghosh (2019)
Cyrus R Mehta and Nitin R Patel (1983) <doi:10.2307/2288652>; Joseph C Dunn (1973)