MagmaClustR-package |
MagmaClustR : Clustering and Prediction using Multi-Task Gaussian Processes |
data_allocate_cluster |
Allocate training data into the most probable cluster |
expand_grid_inputs |
Expand a grid of inputs |
hp |
Generate random hyper-parameters |
hyperposterior |
Compute the hyper-posterior distribution in Magma |
hyperposterior_clust |
Compute the hyper-posterior distribution for each cluster in MagmaClust |
MagmaClustR |
MagmaClustR : Clustering and Prediction using Multi-Task Gaussian Processes |
plot_db |
Plot smoothed curves of raw data |
plot_gif |
Create a GIF of Magma or GP predictions |
plot_gp |
Plot Magma or GP predictions |
plot_magma |
Plot Magma or GP predictions |
plot_magmaclust |
Plot MagmaClust predictions |
plot_samples |
Display realisations from a (mixture of) GP prediction |
pred_gif |
Magma prediction for ploting GIFs |
pred_gp |
Gaussian Process prediction |
pred_magma |
Magma prediction |
pred_magmaclust |
MagmaClust prediction |
proba_max_cluster |
Indicates the most probable cluster |
regularise_data |
Regularise a grid of inputs in a dataset |
regularize_data |
Regularise a grid of inputs in a dataset |
sample_gp |
Draw samples from a posterior GP/Magma distribution |
sample_magma |
Draw samples from a posterior GP/Magma distribution |
sample_magmaclust |
Draw samples from a MagmaClust posterior distribution |
select_nb_cluster |
Select the optimal number of clusters |
simu_db |
Simulate a dataset tailored for MagmaClustR |
swimmers |
French swimmers performances data on 100m freestyle events |
train_gp |
Learning hyper-parameters of a Gaussian Process |
train_gp_clust |
Prediction in MagmaClust: learning new HPs and mixture probabilities |
train_magma |
Training Magma with an EM algorithm |
train_magmaclust |
Training MagmaClust with a Variational EM algorithm |
weight |
Weight follow-up data of children in Singapore |