09 اردیبهشت 1403
حسين حق بين

حسین حق بین

مرتبه علمی: استادیار
نشانی: دانشکده مهندسی سیستم های هوشمند و علوم داده - گروه آمار
تحصیلات: دکترای تخصصی / آمار
تلفن: 077322
دانشکده: دانشکده مهندسی سیستم های هوشمند و علوم داده

مشخصات پژوهش

عنوان combinIT: An R Package for Combining Interaction Tests for Unreplicated Two-Way Tables
نوع پژوهش مقالات در نشریات
کلیدواژه‌ها
Interaction Testing, Interaction Testing, Adjusted P-Values
مجله The R Journal
شناسه DOI 10.32614/RJ-2023-037
پژوهشگران محمود خراتی کوپایی (نفر اول) ، زهرا شناوری (نفر دوم) ، حسین حق بین (نفر سوم)

چکیده

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.