Man pages for alumbreras/MMLE-GaP
| compute_partitions | C partitions generator |
| compute_partitions_N | title: Compute C partitions for the equation where every term... |
| dnegmul_prints | Negative Multinomial distribution with weight parameters |
| dnegmul_prob | Negative Multinomial distribution with probability parameters |
| f | No-U-Turn sampler |
| KL_divergence_Lee | Compute the KL divergence |
| likelihood_C_W | Product of independent Negative Multinomial Distributions |
| likelihood_C_W_2 | p(C | W) using sum over N and F=1 |
| likelihood_c_W_inf | P(c | W) when alpha is infinite (F=1) |
| likelihood_C_W_manual | manual computation for F=1, K=2, N=2, and e.g. v=[1,6] |
| likelihood_v_W | likelihood p(v | W) |
| likelihood_V_W | likelihood p(V | W) |
| likelihood_V_W_2 | Likelihood p(V | W) using sum over N and F=1 |
| likelihood_v_W_alpha1 | likelihood p(v | W) |
| likelihood_v_W_inf | P(v | W) when alpha is infinite (F=1) |
| likelihood_V_W_inf | P(v | W) when alpha is infinite (F=1) |
| load_image_file | Loads the data matrix (V matrix) from the training file |
| marginal_likelihood_basic | Marginal likelihood with samples from the prior |
| marginal_likelihood_Chib | Likelihood p(V | W) with Chib's method |
| marginal_likelihood_is | Marginal likelihood with Importance Sampling |
| nmf_Lee | NMF with Lee and Saung multiplicative updates |
| nmf_mmle_mcem | NMF with MMLE |
| NUTS | No-U-Turn sampler |
| plot_image | Plot an image from a given row in the data matrix |
| plot_multiple_W | Plot four matrices |
| posterior_h | posterior of a column of H |
| sample_gibbs | Gibbs sampler of h_n using auxiliary variables C |
| sample_gibbs_c | Conditional sampler of c_fn |
| sample_gibbs_h | Conditional sampler of h_kn |
| sample_gibbs_z | Gibbs sampler of h_n using auxiliary variables C |
| sample_hamiltonian_h | Hamiltonian sample of a column h_n |
| sample_metropolis_gamma_h | sample h_n given all the other h in the same column with... |
| sample_metropolis_gaussian_h | sample h_kn given all the other h in the same column with... |
| sample_metropolis_h_reparam | sample h_n given all the other h in the same column with... |
| update_h_Lee | Update H_kn |
| update_w_Lee | Update W_fk |
| update_W_mc_C | Maximize w.r.t W given C |
| update_W_mc_CH | Maximize w.r.t W using C,H |
| update_W_mc_CH_SAEM | Maximize w.r.t W using C,H |
| update_W_mc_C_SAEM | Maximize w.r.t W using C,H |
| update_W_mc_H | Maximize w.r.t W using H with multiplicative updates |
| update_W_mc_H_depprecated | Maximize w.r.t W using H with multiplicative updates |
