multinomialLogitMix-package |
Clustering Multinomial Count Data under the Presence of Covariates |
dealWithLabelSwitching |
Post-process the generated MCMC sample in order to undo possible label switching. |
expected_complete_LL |
Expected complete LL |
gibbs_mala_sampler |
The core of the Hybrid Gibbs/MALA MCMC sampler for the multinomial logit mixture. |
gibbs_mala_sampler_ppt |
Prior parallel tempering scheme of hybrid Gibbs/MALA MCMC samplers for the multinomial logit mixture. |
log_dirichlet_pdf |
Log-density function of the Dirichlet distribution |
log_mix_prior_derivative |
Proposal mechanism of the MALA step. |
log_prior_mix |
Proposal mechanism of the MALA step. |
mala_proposal |
Proposal mechanism of the MALA step. |
mala_proposal_cpp |
Proposal mechanism of the MALA step. |
mixLoglikelihood_GLM |
Log-likelihood of the multinomial logit. |
mix_mnm_logistic |
EM algorithm |
multinomialLogitMix |
Main function |
multinomial_logistic_EM |
Part of the EM algorithm for multinomial logit mixture |
myDirichlet |
Simulate from the Dirichlet distribution |
newton_raphson_mstep |
M-step of the EM algorithm |
shakeEM_GLM |
Shake-small EM |
simulate_multinomial_data |
Synthetic data generator |
splitEM_GLM |
Split-small EM scheme. |