Index

A

Accuracy (class in pygam.callbacks)

accuracy() (pygam.pygam.LogisticGAM method)

B

BinomialDist (class in pygam.distributions)

C

CallBack (class in pygam.callbacks) circular() (in module pygam.penalties) Coef (class in pygam.callbacks) coef_ (pygam.pygam.ExpectileGAM attribute) (pygam.pygam.GAM attribute) (pygam.pygam.GammaGAM attribute) (pygam.pygam.InvGaussGAM attribute) (pygam.pygam.LinearGAM attribute) (pygam.pygam.LogisticGAM attribute) (pygam.pygam.PoissonGAM attribute)

concave() (in module pygam.penalties) confidence_intervals() (pygam.pygam.GAM method) convex() (in module pygam.penalties) convexity_() (in module pygam.penalties)

D

derivative() (in module pygam.penalties) Deviance (class in pygam.callbacks) deviance() (pygam.distributions.BinomialDist method) (pygam.distributions.GammaDist method) (pygam.distributions.InvGaussDist method) (pygam.distributions.NormalDist method) (pygam.distributions.PoissonDist method)

deviance_residuals() (pygam.pygam.GAM method) Diffs (class in pygam.callbacks) Distribution (class in pygam.distributions) divide_weights() (in module pygam.distributions)

E

ExpectileGAM (class in pygam.pygam)

F

fit() (pygam.pygam.GAM method) (pygam.pygam.PoissonGAM method)

fit_quantile() (pygam.pygam.ExpectileGAM method)

G

GAM (class in pygam.pygam) GammaDist (class in pygam.distributions) GammaGAM (class in pygam.pygam) generate_X_grid() (pygam.pygam.GAM method) gradient() (pygam.links.IdentityLink method) (pygam.links.InvSquaredLink method) (pygam.links.LogLink method) (pygam.links.LogitLink method)

gridsearch() (pygam.pygam.GAM method) (pygam.pygam.PoissonGAM method)

I

IdentityLink (class in pygam.links) InvGaussDist (class in pygam.distributions)

InvGaussGAM (class in pygam.pygam) InvSquaredLink (class in pygam.links)

L

l2() (in module pygam.penalties) LinearGAM (class in pygam.pygam) Link (class in pygam.links) link() (pygam.links.IdentityLink method) (pygam.links.InvSquaredLink method) (pygam.links.LogLink method) (pygam.links.LogitLink method) log_pdf() (pygam.distributions.BinomialDist method) (pygam.distributions.GammaDist method) (pygam.distributions.InvGaussDist method) (pygam.distributions.NormalDist method) (pygam.distributions.PoissonDist method)

LogisticGAM (class in pygam.pygam) LogitLink (class in pygam.links) loglikelihood() (pygam.pygam.GAM method) (pygam.pygam.PoissonGAM method) LogLink (class in pygam.links) logs_ (pygam.pygam.ExpectileGAM attribute) (pygam.pygam.GAM attribute) (pygam.pygam.GammaGAM attribute) (pygam.pygam.InvGaussGAM attribute) (pygam.pygam.LinearGAM attribute) (pygam.pygam.LogisticGAM attribute) (pygam.pygam.PoissonGAM attribute)

M

monotonic_dec() (in module pygam.penalties) monotonic_inc() (in module pygam.penalties) monotonicity_() (in module pygam.penalties) mu() (pygam.links.IdentityLink method) (pygam.links.InvSquaredLink method) (pygam.links.LogLink method) (pygam.links.LogitLink method)

multiply_weights() (in module pygam.distributions)

N

none() (in module pygam.penalties)

NormalDist (class in pygam.distributions)

O

on_loop_end() (pygam.callbacks.Diffs method) on_loop_start() (pygam.callbacks.Accuracy method) (pygam.callbacks.Coef method) (pygam.callbacks.Deviance method)

P

partial_dependence() (pygam.pygam.GAM method) phi() (pygam.distributions.Distribution method) PoissonDist (class in pygam.distributions) PoissonGAM (class in pygam.pygam) predict() (pygam.pygam.GAM method) (pygam.pygam.LogisticGAM method) (pygam.pygam.PoissonGAM method)

predict_mu() (pygam.pygam.GAM method) predict_proba() (pygam.pygam.LogisticGAM method) prediction_intervals() (pygam.pygam.LinearGAM method) pygam.distributions (module) pygam.penalties (module)

S

sample() (pygam.distributions.BinomialDist method) (pygam.distributions.Distribution method) (pygam.distributions.GammaDist method) (pygam.distributions.InvGaussDist method) (pygam.distributions.NormalDist method) (pygam.distributions.PoissonDist method) (pygam.pygam.GAM method) sparse_diff() (in module pygam.penalties)

statistics_ (pygam.pygam.ExpectileGAM attribute) (pygam.pygam.GAM attribute) (pygam.pygam.GammaGAM attribute) (pygam.pygam.InvGaussGAM attribute) (pygam.pygam.LinearGAM attribute) (pygam.pygam.LogisticGAM attribute) (pygam.pygam.PoissonGAM attribute) summary() (pygam.pygam.GAM method)

V

V() (pygam.distributions.BinomialDist method) (pygam.distributions.GammaDist method) (pygam.distributions.InvGaussDist method) (pygam.distributions.NormalDist method) (pygam.distributions.PoissonDist method)

validate_callback() (in module pygam.callbacks) validate_callback_data() (in module pygam.callbacks)

W

wrap_penalty() (in module pygam.penalties)