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Tools for Exact Parametric Inference

This page provides software and documents authored by Dr. Sam Weerahandi to enable inferences with small samples, especially statitistical tests with greater power, as well as large samples with noisy data.

Except in few simple cases, classical statistical methods are approximate or asymptotic methods, whereas Exact Methods are based on exact probability statements and exact expected values. A number of widely used Exact Parametric Methods can be performed using freely distributed software. Non standard methods could be carried out by writing code using, say R. In particular, you can (at your own risk; accuracy is not assured)

[Feedback] Use the gp-test option in one-way Tests package at One-Way ANOVAto perform One-Way ANOVA

[Feedback] To perform Two-Way ANOVA under unequal variances, use the R code gpTwoWay . It is also avialble from "gpTwoWay" option of the CRAN R library Package at twowaytests

[Feedback] Use R Code to perform Mixed Model Regressions . Soon, this will also be available as an R Package

Download XPro Absolutely Free: XPro for Windows
Notes:Lately Windows lack backward compatibility, and so a number of features of XPro will not work. In particular, (i) Install Xpro in a folder outside of Program File folders (ii) Import Data as a tab delimited text file (but can save as .x file) using Data menu, (iii) get help from Xpro Help, a pdf file.

****| Why Waste Hard Earned Data on Approximate Methods?Perform exact parametric methods to: Detect Efficacy and Safety of experimental drugs early (if truly significant) Rapid detection of a deviation of Network traffic due to an intrusion Minimize cost and duration of experiments Avoid misleading conclusions [Feedback] Avoid costly investments due to false positive results XPro procedures are specifically designed to provide practitioners with powerful tests while avoiding misleading conclusions. | Statistical techniques for exact parametric inference in numerous linear models are documented in books: |** | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------- |

About Generalized Inference and Exact Methods

| Generalized P-Values | Generalized Estimation | Generalized Intervals | XPro FAQ | Superior Power Demo | | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------- | --------------------------------- |