Index

_

__init__() (genestboost.BoostedLinearModel method) (genestboost.BoostedModel method) (genestboost.BoostedModel.InitialModel method) (genestboost.link_functions.CLogLogLink method) (genestboost.link_functions.CubeRootLink method) (genestboost.link_functions.LogLink method) (genestboost.link_functions.Logp1Link method) (genestboost.link_functions.PowerLink method) (genestboost.link_functions.ReciprocalLink method) (genestboost.link_functions.SqrtLink method) (genestboost.loss_functions.BetaLoss method) (genestboost.loss_functions.LeakyBetaLoss method) (genestboost.loss_functions.LogLoss method) (genestboost.loss_functions.QuantileLoss method) (genestboost.loss_functions.QuasiLogLoss method) (genestboost.loss_functions.StudentTLoss method) (genestboost.ModelDataSets method) (genestboost.weak_learners.SimplePLS method)

A

AbsoluteLoss (class in genestboost.loss_functions)

B

BaseLink (class in genestboost.link_functions) BaseLoss (class in genestboost.loss_functions) beta_callback() (genestboost.loss_functions.BetaLoss static method) BetaLoss (class in genestboost.loss_functions)

boost() (genestboost.BoostedLinearModel method) (genestboost.BoostedModel method) BoostedLinearModel (class in genestboost) BoostedModel (class in genestboost) BoostedModel.InitialModel (class in genestboost)

C

CLogLogLink (class in genestboost.link_functions) coef_ (genestboost.weak_learners.SimplePLS attribute) compute_gradients() (genestboost.BoostedModel method) compute_link() (genestboost.BoostedModel method)

compute_loss() (genestboost.BoostedModel method) compute_newton_weights() (genestboost.BoostedModel method) compute_p_residuals() (genestboost.BoostedModel method) compute_weights() (genestboost.BoostedModel method) CubeRootLink (class in genestboost.link_functions)

D

d1_central_difference() (in module genestboost.utils) d2_central_difference() (in module genestboost.utils) d2ldyp2() (genestboost.loss_functions.AbsoluteLoss method) (genestboost.loss_functions.BaseLoss method) (genestboost.loss_functions.BetaLoss method) (genestboost.loss_functions.LeakyBetaLoss method) (genestboost.loss_functions.LeastSquaresLoss method) (genestboost.loss_functions.LogCoshLoss method) (genestboost.loss_functions.LogLoss method) (genestboost.loss_functions.PoissonLoss method) (genestboost.loss_functions.QuantileLoss method) (genestboost.loss_functions.QuasiLogLoss method) (genestboost.loss_functions.StudentTLoss method) d2ydeta2() (genestboost.link_functions.BaseLink method) (genestboost.link_functions.CLogLogLink method) (genestboost.link_functions.IdentityLink method) (genestboost.link_functions.LogitLink method) (genestboost.link_functions.LogLink method) (genestboost.link_functions.PowerLink method)

decision_function() (genestboost.BoostedLinearModel method) (genestboost.BoostedModel method) decision_function_single() (genestboost.BoostedModel method) dldyp() (genestboost.loss_functions.AbsoluteLoss method) (genestboost.loss_functions.BaseLoss method) (genestboost.loss_functions.BetaLoss method) (genestboost.loss_functions.LeakyBetaLoss method) (genestboost.loss_functions.LeastSquaresLoss method) (genestboost.loss_functions.LogCoshLoss method) (genestboost.loss_functions.LogLoss method) (genestboost.loss_functions.PoissonLoss method) (genestboost.loss_functions.QuantileLoss method) (genestboost.loss_functions.QuasiLogLoss method) (genestboost.loss_functions.StudentTLoss method) dydeta() (genestboost.link_functions.BaseLink method) (genestboost.link_functions.CLogLogLink method) (genestboost.link_functions.IdentityLink method) (genestboost.link_functions.LogitLink method) (genestboost.link_functions.LogLink method) (genestboost.link_functions.PowerLink method)

F

fit() (genestboost.BoostedModel method) (genestboost.BoostedModel.InitialModel method) (genestboost.weak_learners.SimplePLS method)

G

genestboost module genestboost.link_functions module genestboost.loss_functions module genestboost.utils module

genestboost.weak_learners module get_coefficient_history() (genestboost.BoostedLinearModel method) get_coefficient_order() (genestboost.BoostedLinearModel method) get_iterations() (genestboost.BoostedModel method) get_loss_history() (genestboost.BoostedModel method) get_model_links() (genestboost.BoostedModel method) get_prediction_var_history() (genestboost.BoostedLinearModel method)

H

has_validation_set() (genestboost.ModelDataSets method)

I

IdentityLink (class in genestboost.link_functions) initialize_model() (genestboost.BoostedLinearModel method) (genestboost.BoostedModel method)

intercept_ (genestboost.weak_learners.SimplePLS attribute)

L

LeakyBetaLoss (class in genestboost.loss_functions) LeastSquaresLoss (class in genestboost.loss_functions) LogCoshLoss (class in genestboost.loss_functions)

LogitLink (class in genestboost.link_functions) LogLink (class in genestboost.link_functions) LogLoss (class in genestboost.loss_functions) Logp1Link (class in genestboost.link_functions)

M

ModelDataSets (class in genestboost) module genestboost genestboost.link_functions genestboost.loss_functions genestboost.utils genestboost.weak_learners

P

PoissonLoss (class in genestboost.loss_functions) PowerLink (class in genestboost.link_functions) predict() (genestboost.BoostedModel method) (genestboost.BoostedModel.InitialModel method) (genestboost.weak_learners.SimplePLS method)

prediction_history() (genestboost.BoostedModel method)

Q

QuantileLoss (class in genestboost.loss_functions)

QuasiLogLoss (class in genestboost.loss_functions)

R

ReciprocalLink (class in genestboost.link_functions)

reset_model() (genestboost.BoostedModel method)

S

SimplePLS (class in genestboost.weak_learners)

SqrtLink (class in genestboost.link_functions) StudentTLoss (class in genestboost.loss_functions)