Index

B

bayesml.autoregressive module bayesml.base module bayesml.bernoulli module bayesml.categorical module bayesml.contexttree module bayesml.exponential module bayesml.gaussianmixture module bayesml.hiddenmarkovnormal module

bayesml.linearregression module bayesml.linearregressionmixture module bayesml.logisticregression module bayesml.metatree module bayesml.multivariate_normal module bayesml.normal module bayesml.poisson module

C

calc_feature_importances() (bayesml.metatree.LearnModel method) calc_log_marginal_likelihood() (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method) calc_pred_density() (bayesml.metatree.LearnModel method) calc_pred_dist() (bayesml.autoregressive.LearnModel method) (bayesml.base.PredictiveMixin method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method)

calc_pred_var() (bayesml.linearregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.normal.LearnModel method)

E

estimate_interval() (bayesml.bernoulli.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method) estimate_latent_vars() (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) estimate_latent_vars_and_update() (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) estimate_params() (bayesml.autoregressive.LearnModel method) (bayesml.base.Posterior method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method)

F

fit() (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method)

G

gen_params() (bayesml.autoregressive.GenModel method) (bayesml.base.Generative method) (bayesml.bernoulli.GenModel method) (bayesml.categorical.GenModel method) (bayesml.contexttree.GenModel method) (bayesml.exponential.GenModel method) (bayesml.gaussianmixture.GenModel method) (bayesml.hiddenmarkovnormal.GenModel method) (bayesml.linearregression.GenModel method) (bayesml.linearregressionmixture.GenModel method) (bayesml.logisticregression.GenModel method) (bayesml.metatree.GenModel method) (bayesml.multivariate_normal.GenModel method) (bayesml.normal.GenModel method) (bayesml.poisson.GenModel method) gen_sample() (bayesml.autoregressive.GenModel method) (bayesml.base.Generative method) (bayesml.bernoulli.GenModel method) (bayesml.categorical.GenModel method) (bayesml.contexttree.GenModel method) (bayesml.exponential.GenModel method) (bayesml.gaussianmixture.GenModel method) (bayesml.hiddenmarkovnormal.GenModel method) (bayesml.linearregression.GenModel method) (bayesml.linearregressionmixture.GenModel method) (bayesml.logisticregression.GenModel method) (bayesml.metatree.GenModel method) (bayesml.multivariate_normal.GenModel method) (bayesml.normal.GenModel method) (bayesml.poisson.GenModel method) Generative (class in bayesml.base) GenModel (class in bayesml.autoregressive) (class in bayesml.bernoulli) (class in bayesml.categorical) (class in bayesml.contexttree) (class in bayesml.exponential) (class in bayesml.gaussianmixture) (class in bayesml.hiddenmarkovnormal) (class in bayesml.linearregression) (class in bayesml.linearregressionmixture) (class in bayesml.logisticregression) (class in bayesml.metatree) (class in bayesml.multivariate_normal) (class in bayesml.normal) (class in bayesml.poisson) get_constants() (bayesml.autoregressive.GenModel method) (bayesml.autoregressive.LearnModel method) (bayesml.bernoulli.GenModel method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.GenModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.GenModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.GenModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.GenModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.GenModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.GenModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.GenModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.GenModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.GenModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.GenModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.GenModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.GenModel method) (bayesml.poisson.LearnModel method) get_h0_params() (bayesml.autoregressive.LearnModel method) (bayesml.base.Posterior method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method)

get_h_params() (bayesml.autoregressive.GenModel method) (bayesml.base.Generative method) (bayesml.bernoulli.GenModel method) (bayesml.categorical.GenModel method) (bayesml.contexttree.GenModel method) (bayesml.exponential.GenModel method) (bayesml.gaussianmixture.GenModel method) (bayesml.hiddenmarkovnormal.GenModel method) (bayesml.linearregression.GenModel method) (bayesml.linearregressionmixture.GenModel method) (bayesml.logisticregression.GenModel method) (bayesml.metatree.GenModel method) (bayesml.multivariate_normal.GenModel method) (bayesml.normal.GenModel method) (bayesml.poisson.GenModel method) get_hn_params() (bayesml.autoregressive.LearnModel method) (bayesml.base.Posterior method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method) get_p_params() (bayesml.autoregressive.LearnModel method) (bayesml.base.PredictiveMixin method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method) get_params() (bayesml.autoregressive.GenModel method) (bayesml.base.Generative method) (bayesml.bernoulli.GenModel method) (bayesml.categorical.GenModel method) (bayesml.contexttree.GenModel method) (bayesml.exponential.GenModel method) (bayesml.gaussianmixture.GenModel method) (bayesml.hiddenmarkovnormal.GenModel method) (bayesml.linearregression.GenModel method) (bayesml.linearregressionmixture.GenModel method) (bayesml.logisticregression.GenModel method) (bayesml.metatree.GenModel method) (bayesml.multivariate_normal.GenModel method) (bayesml.normal.GenModel method) (bayesml.poisson.GenModel method)

L

LearnModel (class in bayesml.autoregressive) (class in bayesml.bernoulli) (class in bayesml.categorical) (class in bayesml.contexttree) (class in bayesml.exponential) (class in bayesml.gaussianmixture) (class in bayesml.hiddenmarkovnormal) (class in bayesml.linearregression) (class in bayesml.linearregressionmixture) (class in bayesml.logisticregression) (class in bayesml.metatree) (class in bayesml.multivariate_normal) (class in bayesml.normal) (class in bayesml.poisson)

load_h0_params() (bayesml.base.Posterior method) load_h_params() (bayesml.base.Generative method) load_hn_params() (bayesml.base.Posterior method) load_params() (bayesml.base.Generative method)

M

make_prediction() (bayesml.autoregressive.LearnModel method) (bayesml.base.PredictiveMixin method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method)

module bayesml.autoregressive bayesml.base bayesml.bernoulli bayesml.categorical bayesml.contexttree bayesml.exponential bayesml.gaussianmixture bayesml.hiddenmarkovnormal bayesml.linearregression bayesml.linearregressionmixture bayesml.logisticregression bayesml.metatree bayesml.multivariate_normal bayesml.normal bayesml.poisson

O

overwrite_h0_params() (bayesml.base.Posterior method)

P

Posterior (class in bayesml.base) pred_and_update() (bayesml.autoregressive.LearnModel method) (bayesml.base.PredictiveMixin method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method)

predict() (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method) predict_interval() (bayesml.autoregressive.LearnModel method) predict_proba() (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) PredictiveMixin (class in bayesml.base)

R

reset_hn_params() (bayesml.base.Posterior method)

S

save_h0_params() (bayesml.base.Posterior method) save_h_params() (bayesml.base.Generative method) save_hn_params() (bayesml.base.Posterior method) save_params() (bayesml.base.Generative method) save_sample() (bayesml.autoregressive.GenModel method) (bayesml.base.Generative method) (bayesml.bernoulli.GenModel method) (bayesml.categorical.GenModel method) (bayesml.contexttree.GenModel method) (bayesml.exponential.GenModel method) (bayesml.gaussianmixture.GenModel method) (bayesml.hiddenmarkovnormal.GenModel method) (bayesml.linearregression.GenModel method) (bayesml.linearregressionmixture.GenModel method) (bayesml.logisticregression.GenModel method) (bayesml.metatree.GenModel method) (bayesml.multivariate_normal.GenModel method) (bayesml.normal.GenModel method) (bayesml.poisson.GenModel method) set_h0_params() (bayesml.autoregressive.LearnModel method) (bayesml.base.Posterior method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method) set_h_params() (bayesml.autoregressive.GenModel method) (bayesml.base.Generative method) (bayesml.bernoulli.GenModel method) (bayesml.categorical.GenModel method) (bayesml.contexttree.GenModel method) (bayesml.exponential.GenModel method) (bayesml.gaussianmixture.GenModel method) (bayesml.hiddenmarkovnormal.GenModel method) (bayesml.linearregression.GenModel method) (bayesml.linearregressionmixture.GenModel method) (bayesml.logisticregression.GenModel method) (bayesml.metatree.GenModel method) (bayesml.multivariate_normal.GenModel method) (bayesml.normal.GenModel method) (bayesml.poisson.GenModel method)

set_hn_params() (bayesml.autoregressive.LearnModel method) (bayesml.base.Posterior method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method) set_params() (bayesml.autoregressive.GenModel method) (bayesml.base.Generative method) (bayesml.bernoulli.GenModel method) (bayesml.categorical.GenModel method) (bayesml.contexttree.GenModel method) (bayesml.exponential.GenModel method) (bayesml.gaussianmixture.GenModel method) (bayesml.hiddenmarkovnormal.GenModel method) (bayesml.linearregression.GenModel method) (bayesml.linearregressionmixture.GenModel method) (bayesml.logisticregression.GenModel method) (bayesml.metatree.GenModel method) (bayesml.multivariate_normal.GenModel method) (bayesml.normal.GenModel method) (bayesml.poisson.GenModel method)

U

update_posterior() (bayesml.autoregressive.LearnModel method) (bayesml.base.Posterior method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method)

V

visualize_model() (bayesml.autoregressive.GenModel method) (bayesml.base.Generative method) (bayesml.bernoulli.GenModel method) (bayesml.categorical.GenModel method) (bayesml.contexttree.GenModel method) (bayesml.exponential.GenModel method) (bayesml.gaussianmixture.GenModel method) (bayesml.hiddenmarkovnormal.GenModel method) (bayesml.linearregression.GenModel method) (bayesml.linearregressionmixture.GenModel method) (bayesml.logisticregression.GenModel method) (bayesml.metatree.GenModel method) (bayesml.multivariate_normal.GenModel method) (bayesml.normal.GenModel method) (bayesml.poisson.GenModel method)

visualize_posterior() (bayesml.autoregressive.LearnModel method) (bayesml.base.Posterior method) (bayesml.bernoulli.LearnModel method) (bayesml.categorical.LearnModel method) (bayesml.contexttree.LearnModel method) (bayesml.exponential.LearnModel method) (bayesml.gaussianmixture.LearnModel method) (bayesml.hiddenmarkovnormal.LearnModel method) (bayesml.linearregression.LearnModel method) (bayesml.linearregressionmixture.LearnModel method) (bayesml.logisticregression.LearnModel method) (bayesml.metatree.LearnModel method) (bayesml.multivariate_normal.LearnModel method) (bayesml.normal.LearnModel method) (bayesml.poisson.LearnModel method)