Description Usage Arguments Value Author(s) See Also Examples
Compute the PMLE or MLE of the parameters under a mixture of normals with unequal variance.
1 2 |
x |
data, can be either a vector or a matrix with the 1st column being the observed data values and the 2nd column being the corresponding frequencies. |
m0 |
order of the finite mixture model, default value: m0 = 1. |
lambda |
level of penalty for mixing proportions, default value: lambda = 0. |
inival |
initial values for the EM-algorithm, a 3m0-dimension vector including m0 mixing proportions, m0 component means and m0 component variances, or a matrix with 3m0 columns, default value: inival = NULL. (if not provided, random initial values are used.) |
len |
number of random initial values for the EM-algorithm, default value: len = 10. |
niter |
number of iterations for all initial values in the EM-algorithm. The algorithm runs EM-iteration niter times from each initial value. The iteration will restart from the parameter value with the highest likelihood value at the point and run until convergence. default value: niter = 50. |
tol |
tolerance level for the convergence of the EM-algorithm, default value: tol = 1e-6. |
rformat |
form of the digital output: default of R package is used when rformat = T; If rformat = T, the digital output is rounded to the 3rd dicimal place if it is larger than 0.001, keeps 3 significant digits otherwise. The default value of rformat is F. |
Return the PMLE or MLE of the parameters with order = m0 (mixing proportions, mixing means and mixing variances), log-likelihood value at the PMLE or MLE and the penalized log-likelihood value at the PMLE.
Shaoting Li, Jiahua Chen and Pengfei Li
emtest.norm, plotmix.norm, rmix.norm
1 2 3 4 5 6 7 8 9 10 11 12 13 | #load the pearson's crab data,
#fit the 2 and 3 component normal mixture models,
#plot the histgorams of the observations and the fitted densities.
data(pearson)
out1 <- pmle.norm(pearson,2,1)
plotmix.norm(pearson,out1)
## Not run:
out2 <- pmle.norm(pearson,3,1)
plotmix.norm(pearson,out2)
par(mfrow=c(1,1))
## End(Not run)
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