An R Package for Multivariate Hypothesis Tests: MVTests

Yıl 2019, Cilt: 14 Sayı: 4, 132 - 138, 26.10.2019

Hasan Bulut

Öz

In
recent years, the R program is widely used for statistical analysis. Because
the R program is open source software, it may contain the R packages developed
by users. This study aims to promote an R package entitled MVTests, which
consists of multivariate hypothesis tests. By using this package, one performs
hypothesis tests, which are used widely and related to each other, such as
One-Way MANOVA, multivariate normality tests, Box-M test. In this study, the
theoretical background of these tests and their applications with MVTests
package are given. Users test easily to their data with MVTests package.
Therefore, it is believed that this study is a helpful tool for researchers and
users.

Anahtar Kelimeler

MVTests, Box-M, MANOVA, Hotelling T Square, Multivariate Normality Test

Kaynakça

• [1] Bulut, H., (2018). MVTests: Multivariate Hypothesis Tests. R package version 1.1. URL: https://cran.r-project.org/web/packages/MVTests/MVTests.pdf.
• [2] Shapiro, S.S. and Wilk, M.B., (1965). An Analysis of Variance Test for Normality (complete samples). Biometrika, 52(3/4):591-611.
• [3] Villasenor Alva, J.A. and Estrada, E.G., (2009). A Generalization of Shapiro–Wilk's Test for Multivariate Normality. Communications in Statistics—Theory and Methods, 38(11):1870-1883.
• [4] Rencher, A.C., (2003). Methods of Multivariate Analysis (Vol. 492). John Wiley & Sons.
• [5] Bulut, H., (2018). R Uygulamaları ile Çok Değişkenli İstatistiksel Yöntemler. Nobel Akademik Yayıncılık, Ankara, Türkiye.
• [6] Tatlidil, H., (1996). Uygulamalı Çok Değişkenli İstatistiksel Yöntemler. Cem Web., Ankara, Türkiye.
• [7] Nel, D.G. and Van der Merwe, C.A., (1986). A Solution to the Multivariate Behrens-Fisher Problem. Communications in Statistics-Theory and Methods, 15(12):3719-3735.
• [8] https://cran.r-project.org/.
• [9] James, G.S., (1954). Tests of Linear Hypotheses in Univariate and Multivariate Analysis When the Ratios of the Population Variances are Unknown. Biometrika, 41(1/2):19-43.
• [10] Tsagris, M.T., (2014). Multivariate Statistical Functions in R. Athens, Nottingham and Abu Halifa (Kuwait).