December 22, 2024
Hossein Haghbin

Hossein Haghbin

Academic Rank: Assistant professor
Address:
Degree: Ph.D in Statistics
Phone: 077322
Faculty: Faculty of Intelligent Systems and Data Science

Research

Title combinIT: An R Package for Combining Interaction Tests for Unreplicated Two-Way Tables
Type Article
Keywords
Interaction Testing, Interaction Testing, Adjusted P-Values
Journal The R Journal
DOI 10.32614/RJ-2023-037
Researchers Mahmood Kharrati-Kopaei (First researcher) , Zahra Shenavari (Second researcher) , Hossein Haghbin (Third researcher)

Abstract

Several new tests have been proposed for testing interaction in unreplicated two-way analysis of variance models. Unfortunately, each test is powerful for detecting a pattern of interaction. Therefore, it is reasonable to combine multiple interaction tests to increase the power of detection for significant interactions. We introduce the package combinIT that provides researchers the results of six existing recommended interaction tests, including: the value of test statistics, exact Monte Carlo p-values, approximated or adjusted p-values, the results of four combined tests and explanations of interaction types if the discussed tests are significant. The software combinIT is a more comprehensive R package in comparison with the two existing packages. In addition, the software is executed quickly to obtain the exact Monte Carlo p-values, even for large Monte Carlo runs, in contrast to existing packages.