Man pages for acabassi/vimix
Variational Inference for MIXture models
| boundCatGauss | Lower bound for multiple categorical variables |
| boundIndGauss | Lower bound for independent Gaussian |
| boundMulGauss | Lower bound for multivariate Gaussian |
| boundSelGauss | Lower bound for independent Gaussian |
| boundUniGauss | Lower bound for univariate Gaussian |
| check_convergence | Check convergence of variational algorithm |
| expectCatGauss | Expectation step for mixture of categorical variables |
| expectIndGauss | Expectation step for mixture of independent Gaussians |
| expectMulGauss | Expectation step for mixture of multivariate Gaussians |
| expectSelGauss | Expectation step for mixture of independent Gaussians |
| expectUniGauss | Expectation step for mixture of univariate Gaussians |
| init | Initialize responisibility matrix |
| logB | Compute logB function |
| log_sum_exp | Use the log sum exp trick to improve numerical stability |
| logUniB | Compute univariate equivalent of logB |
| maximizeCatGauss | Maximization step for categorical variables |
| maximizeIndGauss | Maximization step for independent Gaussian |
| maximizeMulGauss | Maximization step for multivariate Gaussian |
| maximizeSelGauss | Maximization step for categorical variables |
| maximizeUniGauss | Maximization step for univariate Gaussian |
| mushroom | Properties of 8124 mushrooms. |
| preprocessCategoricalDataset | Preprocessing matrix containing categorical variables |
| vimix | Variational Bayesian inference for unsupervised clustering |
| vimixCat | Variational Bayesian inference for unsupervised clustering,... |
| vimixIndGauss | Variational Bayesian inference for unsupervised clustering,... |
| vimixMulGauss | Variational Bayesian inference for unsupervised clustering,... |
| vimixSelGauss | Variational Bayesian inference for unsupervised clustering,... |
| vimixUniGauss | Variational Bayesian inference for unsupervised clustering,... |
