test.equality: Performs Chi-Square Tests for Scale and Location Mixtures

In mixtools: Tools for Analyzing Finite Mixture Models

Performs Chi-Square Tests for Scale and Location Mixtures

Description

Performs a likelihood ratio test of a location (or scale) normal or regression mixture versus the more general model. For a normal mixture, the alternative hypothesis is that each component has its own mean and variance, whereas the null is that all means (in the case of a scale mixture) or all variances (in the case of a location mixture) are equal. This test is asymptotically chi-square with degrees of freedom equal to k-1, where k is the number of components.

Usage

test.equality(y, x = NULL, arbmean = TRUE, arbvar = FALSE, 
              mu = NULL, sigma = NULL, beta = NULL, 
              lambda = NULL, ...)

Arguments

y	The responses for regmixEM or the data for normalmixEM.
x	The predictors for regmixEM.
arbmean	If FALSE, then a scale mixture analysis is performed for normalmixEM or regmixEM.
arbvar	If FALSE, then a location mixture analysis is performed for normalmixEM or regmixEM.
mu	An optional vector for starting values (under the null hypothesis) for mu in normalmixEM.
sigma	An optional vector for starting values (under the null hypothesis) for sigma in normalmixEM or regmixEM.
beta	An optional matrix for starting values (under the null hypothesis) for beta in regmixEM.
lambda	An otional vector for starting values (under the null hypothesis) for lambda in normalmixEM or regmixEM.
...	Additional arguments passed to the various EM algorithms for the mixture of interest.

Value

test.equality returns a list with the following items:

chi.sq	The chi-squared test statistic.
df	The degrees of freedom for the chi-squared test statistic.
p.value	The p-value corresponding to this likelihood ratio test.

See Also

test.equality.mixed

Examples

## Should a location mixture be used for the Old Faithful data?

data(faithful)
attach(faithful)
set.seed(100)
test.equality(y = waiting, arbmean = FALSE, arbvar = TRUE)

mixtools documentation built on Dec. 5, 2022, 5:23 p.m.