Index

_

__init__() (selectinf.algorithms.change_point.change_point method) (selectinf.algorithms.cv.CV method) (selectinf.algorithms.cv_glmnet.CV_glmnet method) (selectinf.algorithms.forward_step.forward_step method) (selectinf.algorithms.lasso.data_carving method) (selectinf.algorithms.lasso.data_splitting method) (selectinf.algorithms.lasso.lasso method) (selectinf.algorithms.lasso.ROSI method) (selectinf.algorithms.lasso.ROSI_modelQ method) (selectinf.algorithms.screening.topK method) (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.affine.constraints method) (selectinf.constraints.affine.gaussian_hit_and_run method) (selectinf.constraints.base.cons_op method) (selectinf.constraints.base.constraints method) (selectinf.constraints.base.noConstraint method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.constraints.intervals.intervals method) (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method) (selectinf.constraints.quasi_affine.constraints method) (selectinf.constraints.quasi_affine.orthogonal method) (selectinf.distributions.chain.markov_chain method) (selectinf.distributions.chain.reversible_markov_chain method) (selectinf.distributions.discrete_family.discrete_family method) (selectinf.distributions.discrete_multiparameter.multiparameter_family method) (selectinf.distributions.intervals.intervals_from_sample method) (selectinf.distributions.pvalue.SelectionInterval method) (selectinf.learning.learners.mixture_learner method) (selectinf.learning.learners.sparse_mixture_learner method) (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) (selectinf.learning.samplers.normal_sampler method) (selectinf.learning.samplers.split_sampler method) (selectinf.randomized.cv_view.CV_view method) (selectinf.randomized.group_lasso.group_lasso method) (selectinf.randomized.group_lasso.polynomial_gaussian_sampler method) (selectinf.randomized.lasso.lasso method) (selectinf.randomized.lasso.split_lasso method) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.query.affine_gaussian_sampler method) (selectinf.randomized.query.gaussian_query method) (selectinf.randomized.query.multiple_queries method) (selectinf.randomized.query.optimization_intervals method) (selectinf.randomized.query.optimization_sampler method) (selectinf.randomized.query.query method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) (selectinf.randomized.slope.slope method) (selectinf.sampling.langevin.projected_langevin method) (selectinf.truncated.base.truncated method) (selectinf.truncated.chi.truncated_chi method) (selectinf.truncated.chi.truncated_chi2 method) (selectinf.truncated.F.truncated_F method) (selectinf.truncated.gaussian.truncated_gaussian method) (selectinf.truncated.gaussian.truncated_gaussian_old method) (selectinf.truncated.gaussian.TruncatedGaussianError method) (selectinf.truncated.T.truncated_T method)

A

add_traits() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) additive_noise() (in module selectinf.algorithms.lasso) affine() (selectinf.algorithms.softmax.softmax_objective class method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated class method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective class method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny class method) (selectinf.constraints.estimation.gaussian_cumulant class method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate class method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known class method) (selectinf.constraints.estimation.gaussian_cumulant_known class method) (selectinf.constraints.estimation.optimal_tilt class method) (selectinf.constraints.estimation.softmax class method) (selectinf.constraints.estimation.softmax_conjugate class method) (selectinf.randomized.randomization.cumulant class method) (selectinf.randomized.randomization.cumulant_conjugate class method) (selectinf.randomized.randomization.from_grad_func class method) (selectinf.randomized.randomization.randomization class method) (selectinf.randomized.randomization.split class method)

affine_gaussian_sampler (class in selectinf.randomized.query) alpha (selectinf.algorithms.screening.topK attribute) apply_offset() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) args (selectinf.truncated.gaussian.TruncatedGaussianError attribute)

B

backward_step() (selectinf.constraints.affine.gaussian_hit_and_run method) (selectinf.distributions.chain.markov_chain method) (selectinf.distributions.chain.reversible_markov_chain method) BH() (selectinf.randomized.screening.stepup static method) BH_general() (selectinf.randomized.screening.stepup method) bootstrap_cov() (in module selectinf.glm) bootstrap_CVR_curve() (selectinf.algorithms.cv.CV method) bootstrap_CVr_curve() (selectinf.algorithms.cv.CV method) bootstrap_CVR_curve() (selectinf.algorithms.cv_glmnet.CV_glmnet method)

bounds() (selectinf.constraints.affine.constraints method) (selectinf.constraints.base.cons_op method) (selectinf.constraints.base.constraints method) (selectinf.constraints.base.noConstraint method) (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method) (selectinf.constraints.quasi_affine.constraints method) (selectinf.constraints.quasi_affine.orthogonal method) bounds_unknownSigma() (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method)

C

ccdf() (selectinf.distributions.discrete_family.discrete_family method) cdf() (selectinf.distributions.discrete_family.discrete_family method) (selectinf.truncated.base.truncated method) (selectinf.truncated.chi.truncated_chi method) (selectinf.truncated.chi.truncated_chi2 method) (selectinf.truncated.F.truncated_F method) (selectinf.truncated.gaussian.truncated_gaussian method) (selectinf.truncated.gaussian.truncated_gaussian_old method) (selectinf.truncated.T.truncated_T method) change_point (class in selectinf.algorithms.change_point) chi_pvalue() (in module selectinf.distributions.pvalue) choose_lambda() (in module selectinf.algorithms.sqrt_lasso) choose_lambda_CVR() (selectinf.algorithms.cv.CV method) choose_lambda_CVr() (selectinf.algorithms.cv.CV method) choose_lambda_CVR() (selectinf.algorithms.cv_glmnet.CV_glmnet method) class_own_trait_events() (selectinf.learning.Rutils.generic_method class method) (selectinf.learning.Rutils.lasso_glmnet class method) class_own_traits() (selectinf.learning.Rutils.generic_method class method) (selectinf.learning.Rutils.lasso_glmnet class method) class_trait_names() (selectinf.learning.Rutils.generic_method class method) (selectinf.learning.Rutils.lasso_glmnet class method) class_traits() (selectinf.learning.Rutils.generic_method class method) (selectinf.learning.Rutils.lasso_glmnet class method) coefficient_pvalues() (selectinf.randomized.group_lasso.polynomial_gaussian_sampler method) (selectinf.randomized.query.affine_gaussian_sampler method) (selectinf.randomized.query.multiple_queries method) (selectinf.randomized.query.optimization_sampler method) complement() (selectinf.constraints.base.cons_op static method) condition_on_opt_state() (selectinf.randomized.cv_view.CV_view method) conditional() (selectinf.constraints.affine.constraints method) (selectinf.constraints.quasi_affine.constraints method) (selectinf.constraints.quasi_affine.orthogonal method) conf_int() (selectinf.distributions.pvalue.SelectionInterval method) confidence_interval() (selectinf.distributions.intervals.intervals_from_sample method) (selectinf.randomized.query.optimization_intervals method) confidence_intervals() (selectinf.randomized.group_lasso.polynomial_gaussian_sampler method) (selectinf.randomized.query.affine_gaussian_sampler method) (selectinf.randomized.query.multiple_queries method) (selectinf.randomized.query.optimization_sampler method) confidence_intervals_all() (selectinf.distributions.intervals.intervals_from_sample method) conjugate() (selectinf.algorithms.softmax.softmax_objective property) (selectinf.algorithms.sqrt_lasso.l2norm_saturated property) (selectinf.algorithms.sqrt_lasso.sqlasso_objective property) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny property) (selectinf.constraints.estimation.gaussian_cumulant property) (selectinf.constraints.estimation.gaussian_cumulant_conjugate property) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known property) (selectinf.constraints.estimation.gaussian_cumulant_known property) (selectinf.constraints.estimation.optimal_tilt property) (selectinf.constraints.estimation.softmax property) (selectinf.constraints.estimation.softmax_conjugate property) (selectinf.randomized.randomization.cumulant property) (selectinf.randomized.randomization.cumulant_conjugate property) (selectinf.randomized.randomization.from_grad_func property) (selectinf.randomized.randomization.randomization property) (selectinf.randomized.randomization.split property)

cons_op (class in selectinf.constraints.base) constraints (class in selectinf.constraints.affine) (class in selectinf.constraints.base) (class in selectinf.constraints.quadratic) (class in selectinf.constraints.quasi_affine) constraints() (selectinf.algorithms.forward_step.forward_step method) (selectinf.algorithms.lasso.data_carving property) (selectinf.algorithms.lasso.data_splitting property) (selectinf.algorithms.lasso.lasso property) (selectinf.algorithms.lasso.ROSI property) (selectinf.algorithms.lasso.ROSI_modelQ property) constraints_unknown_sigma() (in module selectinf.constraints.quasi_affine) constraints_vecnorm (class in selectinf.constraints.quadratic) Cov() (selectinf.distributions.discrete_family.discrete_family method) (selectinf.distributions.discrete_multiparameter.multiparameter_family method) cov_prec() (selectinf.randomized.randomization.split property) covariance() (selectinf.randomized.randomization.split property) covariance_factors() (selectinf.constraints.affine.constraints method) covtest() (in module selectinf.algorithms.covtest) coxph() (selectinf.algorithms.lasso.data_carving class method) (selectinf.algorithms.lasso.data_splitting class method) (selectinf.algorithms.lasso.lasso class method) (selectinf.algorithms.lasso.ROSI class method) (selectinf.algorithms.lasso.ROSI_modelQ class method) (selectinf.randomized.group_lasso.group_lasso static method) (selectinf.randomized.lasso.lasso static method) (selectinf.randomized.lasso.split_lasso static method) crit_func() (in module selectinf.distributions.discrete_family) cross_inference() (in module selectinf.learning.core) cross_validation_lock() (selectinf.learning.Rutils.generic_method property) (selectinf.learning.Rutils.lasso_glmnet property) cumulant (class in selectinf.randomized.randomization) cumulant_conjugate (class in selectinf.randomized.randomization) CV (class in selectinf.algorithms.cv) CV_err() (selectinf.algorithms.cv.CV method) CV_glmnet (class in selectinf.algorithms.cv_glmnet) cv_glmnet_lam() (in module selectinf.learning.Rutils) CV_view (class in selectinf.randomized.cv_view)

D

data() (selectinf.algorithms.sqrt_lasso.l2norm_saturated property) (selectinf.algorithms.sqrt_lasso.sqlasso_objective property) data_carving (class in selectinf.algorithms.lasso) data_carving_IC() (in module selectinf.algorithms.forward_step) data_splitting (class in selectinf.algorithms.lasso) debiased_lasso_inference() (in module selectinf.algorithms.debiased_lasso) debiased_targets() (in module selectinf.randomized.group_lasso) (in module selectinf.randomized.lasso) debiasing_matrix() (in module selectinf.algorithms.debiased_lasso)

delta() (selectinf.truncated.gaussian.truncated_gaussian_old property) dG() (in module selectinf.truncated.gaussian) (selectinf.truncated.gaussian.truncated_gaussian_old method) discrete_family (class in selectinf.distributions.discrete_family) distr_norm() (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method) distr_norm_unknownSigma() (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method) dps (selectinf.truncated.T.truncated_T attribute)

E

E() (selectinf.distributions.discrete_family.discrete_family method) (selectinf.distributions.discrete_multiparameter.multiparameter_family method) equal_tailed_acceptance() (selectinf.distributions.discrete_family.discrete_family method) equal_tailed_interval() (selectinf.distributions.discrete_family.discrete_family method) (selectinf.truncated.gaussian.truncated_gaussian_old method)

equal_tailed_test() (selectinf.distributions.discrete_family.discrete_family method) estimate_mean() (selectinf.constraints.affine.constraints method) estimate_sigma() (in module selectinf.algorithms.sqrt_lasso)

F

factor_knockoffs() (in module selectinf.learning.Rutils) find_root() (in module selectinf.truncated.base) (in module selectinf.truncated.gaussian) fit() (selectinf.algorithms.change_point.change_point method) (selectinf.algorithms.lasso.data_carving method) (selectinf.algorithms.lasso.data_splitting method) (selectinf.algorithms.lasso.lasso method) (selectinf.algorithms.lasso.ROSI method) (selectinf.algorithms.lasso.ROSI_modelQ method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.randomized.group_lasso.group_lasso method) (selectinf.randomized.lasso.lasso method) (selectinf.randomized.lasso.split_lasso method) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.query.gaussian_query method) (selectinf.randomized.query.multiple_queries method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) (selectinf.randomized.slope.slope method)

form_targets() (in module selectinf.randomized.group_lasso) (in module selectinf.randomized.lasso) forward_step (class in selectinf.algorithms.forward_step) forward_step() (selectinf.constraints.affine.gaussian_hit_and_run method) (selectinf.distributions.chain.markov_chain method) (selectinf.distributions.chain.reversible_markov_chain method) forward_stop() (in module selectinf.algorithms.stopping_rules) from_grad_func (class in selectinf.randomized.randomization) full_model_inference() (in module selectinf.learning.utils) full_target() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) full_targets() (in module selectinf.randomized.group_lasso) (in module selectinf.randomized.lasso) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method)

G

G() (in module selectinf.truncated.gaussian) (selectinf.truncated.gaussian.truncated_gaussian_old method) gauss_poly() (in module selectinf.distributions.pvalue) gaussian() (selectinf.algorithms.lasso.data_carving class method) (selectinf.algorithms.lasso.data_splitting class method) (selectinf.algorithms.lasso.lasso class method) (selectinf.algorithms.lasso.ROSI class method) (selectinf.algorithms.lasso.ROSI_modelQ class method) (selectinf.randomized.group_lasso.group_lasso static method) (selectinf.randomized.lasso.lasso static method) (selectinf.randomized.lasso.split_lasso static method) (selectinf.randomized.randomization.randomization static method) (selectinf.randomized.randomization.split static method) (selectinf.randomized.slope.slope static method) gaussian_cumulant (class in selectinf.constraints.estimation) gaussian_cumulant_conjugate (class in selectinf.constraints.estimation) gaussian_cumulant_conjugate_known (class in selectinf.constraints.estimation) gaussian_cumulant_known (class in selectinf.constraints.estimation) gaussian_hit_and_run (class in selectinf.constraints.affine) gaussian_query (class in selectinf.randomized.query) gbm_fit() (in module selectinf.learning.Rfitters) gbm_fit_sk() (in module selectinf.learning.fitters) gen_p_value() (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method) general_pvalue() (in module selectinf.distributions.pvalue) generate_data() (selectinf.learning.learners.mixture_learner method) (selectinf.learning.learners.sparse_mixture_learner method) generic_method (class in selectinf.learning.Rutils) get_conjugate() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) get_covariance() (selectinf.randomized.randomization.split method) get_data() (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) get_lipschitz() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method)

get_mu() (selectinf.truncated.gaussian.truncated_gaussian_old method) get_offset() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) get_quadratic() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) get_sampler() (selectinf.randomized.cv_view.CV_view method) (selectinf.randomized.group_lasso.group_lasso method) (selectinf.randomized.lasso.lasso method) (selectinf.randomized.lasso.split_lasso method) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.query.gaussian_query method) (selectinf.randomized.query.query method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) (selectinf.randomized.slope.slope method) get_scale() (selectinf.truncated.gaussian.truncated_gaussian_old method) get_state() (selectinf.constraints.affine.gaussian_hit_and_run method) (selectinf.distributions.chain.markov_chain method) (selectinf.distributions.chain.reversible_markov_chain method) get_target() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) gibbs_test() (in module selectinf.constraints.affine) (in module selectinf.constraints.quasi_affine) glm_nonparametric_bootstrap() (in module selectinf.glm) glm_parametric_covariance() (in module selectinf.glm) glm_parametric_estimator() (in module selectinf.algorithms.lasso) glm_sandwich_estimator() (in module selectinf.algorithms.lasso) goodness_of_fit() (in module selectinf.algorithms.sqrt_lasso) gradient() (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) group_lasso (class in selectinf.randomized.group_lasso)

H

has_trait() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) hessian() (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) hold_trait_notifications() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method)

hypothesis_test() (selectinf.algorithms.lasso.data_carving method) (selectinf.algorithms.lasso.data_splitting method) (selectinf.randomized.group_lasso.polynomial_gaussian_sampler method) (selectinf.randomized.query.affine_gaussian_sampler method) (selectinf.randomized.query.optimization_sampler method)

I

infer_full_target() (in module selectinf.learning.core) infer_general_target() (in module selectinf.learning.core) infer_set_target() (in module selectinf.learning.core) info_crit_stop() (in module selectinf.algorithms.forward_step) information() (selectinf.distributions.discrete_multiparameter.multiparameter_family method) intersection() (in module selectinf.constraints.quasi_affine) (selectinf.constraints.base.cons_op static method) (selectinf.constraints.intervals.intervals static method) interval() (selectinf.constraints.affine.constraints method) (selectinf.distributions.discrete_family.discrete_family method)

interval_constraints() (in module selectinf.constraints.affine) intervals (class in selectinf.constraints.intervals) intervals() (selectinf.algorithms.screening.topK property) (selectinf.truncated.gaussian.truncated_gaussian_old property) intervals_from_sample (class in selectinf.distributions.intervals) isotropic_gaussian() (selectinf.randomized.randomization.randomization static method) (selectinf.randomized.randomization.split static method) isotropic_gaussian_CGF() (in module selectinf.randomized.randomization) isotropic_gaussian_CGF_conjugate() (in module selectinf.randomized.randomization)

L

l2norm_glm() (in module selectinf.algorithms.sqrt_lasso) l2norm_saturated (class in selectinf.algorithms.sqrt_lasso) laplace() (selectinf.randomized.randomization.randomization static method) (selectinf.randomized.randomization.split static method) laplace_CGF() (in module selectinf.randomized.randomization) laplace_CGF_conjugate() (in module selectinf.randomized.randomization) lasso (class in selectinf.algorithms.lasso) (class in selectinf.randomized.lasso) lasso_glmnet (class in selectinf.learning.Rutils) latexify() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) learn() (selectinf.learning.learners.mixture_learner method) (selectinf.learning.learners.sparse_mixture_learner method) learning_proposal() (selectinf.learning.learners.mixture_learner method) (selectinf.learning.learners.sparse_mixture_learner method) lee_inference() (in module selectinf.learning.utils) linear() (selectinf.algorithms.softmax.softmax_objective class method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated class method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective class method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny class method) (selectinf.constraints.estimation.gaussian_cumulant class method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate class method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known class method) (selectinf.constraints.estimation.gaussian_cumulant_known class method) (selectinf.constraints.estimation.optimal_tilt class method) (selectinf.constraints.estimation.softmax class method) (selectinf.constraints.estimation.softmax_conjugate class method) (selectinf.randomized.randomization.cumulant class method) (selectinf.randomized.randomization.cumulant_conjugate class method) (selectinf.randomized.randomization.from_grad_func class method) (selectinf.randomized.randomization.randomization class method) (selectinf.randomized.randomization.split class method)

lipschitz() (selectinf.algorithms.softmax.softmax_objective property) (selectinf.algorithms.sqrt_lasso.l2norm_saturated property) (selectinf.algorithms.sqrt_lasso.sqlasso_objective property) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny property) (selectinf.constraints.estimation.gaussian_cumulant property) (selectinf.constraints.estimation.gaussian_cumulant_conjugate property) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known property) (selectinf.constraints.estimation.gaussian_cumulant_known property) (selectinf.constraints.estimation.optimal_tilt property) (selectinf.constraints.estimation.softmax property) (selectinf.constraints.estimation.softmax_conjugate property) (selectinf.randomized.randomization.cumulant property) (selectinf.randomized.randomization.cumulant_conjugate property) (selectinf.randomized.randomization.from_grad_func property) (selectinf.randomized.randomization.randomization property) (selectinf.randomized.randomization.split property) liu_inference() (in module selectinf.learning.utils) log_cond_density() (selectinf.randomized.group_lasso.polynomial_gaussian_sampler method) (selectinf.randomized.query.affine_gaussian_sampler method) (selectinf.randomized.query.optimization_sampler method) log_density() (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) logistic() (selectinf.algorithms.lasso.data_carving class method) (selectinf.algorithms.lasso.data_splitting class method) (selectinf.algorithms.lasso.lasso class method) (selectinf.algorithms.lasso.ROSI class method) (selectinf.algorithms.lasso.ROSI_modelQ class method) (selectinf.randomized.group_lasso.group_lasso static method) (selectinf.randomized.lasso.lasso static method) (selectinf.randomized.lasso.split_lasso static method) (selectinf.randomized.randomization.randomization static method) (selectinf.randomized.randomization.split static method) logit_fit() (in module selectinf.learning.Rfitters)

M

main() (in module selectinf.algorithms.cv) marginal_screening (class in selectinf.randomized.screening) marginal_targets() (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) markov_chain (class in selectinf.distributions.chain) mcmc_test() (in module selectinf.algorithms.forward_step) mean() (selectinf.distributions.discrete_multiparameter.multiparameter_family method) mean_function() (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) merge_intervals() (selectinf.algorithms.change_point.change_point method) method_name (selectinf.learning.Rutils.generic_method attribute) (selectinf.learning.Rutils.lasso_glmnet attribute) mixture_learner (class in selectinf.learning.learners)

MLE() (selectinf.distributions.discrete_family.discrete_family method) (selectinf.distributions.discrete_multiparameter.multiparameter_family method) model_pivots() (selectinf.algorithms.forward_step.forward_step method) model_quadratic() (selectinf.algorithms.forward_step.forward_step method) model_target (selectinf.learning.Rutils.generic_method attribute) (selectinf.learning.Rutils.lasso_glmnet attribute) modelQ (class in selectinf.randomized.modelQ) mu() (selectinf.truncated.gaussian.truncated_gaussian_old property) multiparameter_family (class in selectinf.distributions.discrete_multiparameter) multiple_queries (class in selectinf.randomized.query) multivariate_targets() (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method)

N

naive_confidence_intervals() (in module selectinf.randomized.query) naive_full_model_inference() (in module selectinf.learning.utils) naive_partial_model_inference() (in module selectinf.learning.utils) naive_pvalues() (in module selectinf.randomized.query) ndraw (selectinf.algorithms.change_point.change_point attribute) need_CV (selectinf.learning.Rutils.generic_method attribute) (selectinf.learning.Rutils.lasso_glmnet attribute) negated() (selectinf.truncated.gaussian.truncated_gaussian_old property) next() (selectinf.constraints.affine.gaussian_hit_and_run method) (selectinf.distributions.chain.markov_chain method) (selectinf.distributions.chain.reversible_markov_chain method) (selectinf.sampling.langevin.projected_langevin method) noConstraint (class in selectinf.constraints.base) nominal_intervals() (in module selectinf.algorithms.lasso) nonsmooth_objective() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method)

norm_interval() (in module selectinf.distributions.pvalue) norm_pdf() (in module selectinf.distributions.pvalue) norm_q() (in module selectinf.distributions.pvalue) normal_sampler (class in selectinf.learning.samplers) normalizing_constant() (in module selectinf.randomized.query) notify_change() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) null_f() (in module selectinf.truncated.F) null_print() (in module selectinf.learning.Rutils)

O

objective() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) objective_template (selectinf.algorithms.softmax.softmax_objective attribute) (selectinf.algorithms.sqrt_lasso.l2norm_saturated attribute) (selectinf.algorithms.sqrt_lasso.sqlasso_objective attribute) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny attribute) (selectinf.constraints.estimation.gaussian_cumulant attribute) (selectinf.constraints.estimation.gaussian_cumulant_conjugate attribute) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known attribute) (selectinf.constraints.estimation.gaussian_cumulant_known attribute) (selectinf.constraints.estimation.optimal_tilt attribute) (selectinf.constraints.estimation.softmax attribute) (selectinf.constraints.estimation.softmax_conjugate attribute) (selectinf.randomized.randomization.cumulant attribute) (selectinf.randomized.randomization.cumulant_conjugate attribute) (selectinf.randomized.randomization.from_grad_func attribute) (selectinf.randomized.randomization.randomization attribute) (selectinf.randomized.randomization.split attribute) objective_vars (selectinf.algorithms.softmax.softmax_objective attribute) (selectinf.algorithms.sqrt_lasso.l2norm_saturated attribute) (selectinf.algorithms.sqrt_lasso.sqlasso_objective attribute) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny attribute) (selectinf.constraints.estimation.gaussian_cumulant attribute) (selectinf.constraints.estimation.gaussian_cumulant_conjugate attribute) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known attribute) (selectinf.constraints.estimation.gaussian_cumulant_known attribute) (selectinf.constraints.estimation.optimal_tilt attribute) (selectinf.constraints.estimation.softmax attribute) (selectinf.constraints.estimation.softmax_conjugate attribute) (selectinf.randomized.randomization.cumulant attribute) (selectinf.randomized.randomization.cumulant_conjugate attribute) (selectinf.randomized.randomization.from_grad_func attribute) (selectinf.randomized.randomization.randomization attribute) (selectinf.randomized.randomization.split attribute)

observe() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) offset() (selectinf.algorithms.softmax.softmax_objective property) (selectinf.algorithms.sqrt_lasso.l2norm_saturated property) (selectinf.algorithms.sqrt_lasso.sqlasso_objective property) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny property) (selectinf.constraints.estimation.gaussian_cumulant property) (selectinf.constraints.estimation.gaussian_cumulant_conjugate property) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known property) (selectinf.constraints.estimation.gaussian_cumulant_known property) (selectinf.constraints.estimation.optimal_tilt property) (selectinf.constraints.estimation.softmax property) (selectinf.constraints.estimation.softmax_conjugate property) (selectinf.randomized.randomization.cumulant property) (selectinf.randomized.randomization.cumulant_conjugate property) (selectinf.randomized.randomization.from_grad_func property) (selectinf.randomized.randomization.randomization property) (selectinf.randomized.randomization.split property) on_trait_change() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) one_jump_instance() (in module selectinf.algorithms.change_point) one_SD_rule() (selectinf.randomized.cv_view.CV_view method) one_sided_acceptance() (selectinf.distributions.discrete_family.discrete_family method) one_sided_test() (selectinf.distributions.discrete_family.discrete_family method) optimal_tilt (class in selectinf.constraints.estimation) optimization_intervals (class in selectinf.randomized.query) optimization_sampler (class in selectinf.randomized.query) orthogonal (class in selectinf.constraints.quasi_affine)

P

p_value() (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method) p_value_unknownSigma() (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method) pairs_bootstrap_glm() (in module selectinf.glm) pairs_bootstrap_score() (in module selectinf.glm) pairs_inactive_score_glm() (in module selectinf.glm) parallel_test() (in module selectinf.distributions.chain) parametric_cov() (in module selectinf.glm) partial_model_inference() (in module selectinf.learning.utils) partition() (selectinf.distributions.discrete_family.discrete_family property) (selectinf.distributions.discrete_multiparameter.multiparameter_family property) pdf() (selectinf.distributions.discrete_family.discrete_family method) (selectinf.distributions.discrete_multiparameter.multiparameter_family method) (selectinf.truncated.base.truncated method) (selectinf.truncated.chi.truncated_chi method) (selectinf.truncated.chi.truncated_chi2 method) (selectinf.truncated.F.truncated_F method) (selectinf.truncated.gaussian.truncated_gaussian method) (selectinf.truncated.T.truncated_T method) pivot() (selectinf.constraints.affine.constraints method) (selectinf.constraints.quasi_affine.constraints method) (selectinf.constraints.quasi_affine.orthogonal method) (selectinf.distributions.pvalue.SelectionInterval method) (selectinf.randomized.query.optimization_intervals method) pivots_all() (selectinf.distributions.intervals.intervals_from_sample method) poisson() (selectinf.algorithms.lasso.data_carving class method) (selectinf.algorithms.lasso.data_splitting class method) (selectinf.algorithms.lasso.lasso class method) (selectinf.algorithms.lasso.ROSI class method) (selectinf.algorithms.lasso.ROSI_modelQ class method) (selectinf.randomized.group_lasso.group_lasso static method) (selectinf.randomized.lasso.lasso static method) (selectinf.randomized.lasso.split_lasso static method) polynomial_gaussian_sampler (class in selectinf.randomized.group_lasso) probit_fit() (in module selectinf.learning.Rfitters) project_rowspace() (selectinf.constraints.affine.constraints method) projected_langevin (class in selectinf.sampling.langevin) projection() (in module selectinf.randomized.cv_view) (selectinf.randomized.cv_view.CV_view method) proposal_density() (selectinf.learning.learners.mixture_learner method) (selectinf.learning.learners.sparse_mixture_learner method) proximal() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method)

proximal_optimum() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) proximal_step() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) pseudoinverse_debiasing_matrix() (in module selectinf.algorithms.debiased_lasso) pvalue() (in module selectinf.algorithms.pca)

Q

q (selectinf.learning.Rutils.generic_method attribute) (selectinf.learning.Rutils.lasso_glmnet attribute) quadratic() (selectinf.algorithms.softmax.softmax_objective property) (selectinf.algorithms.sqrt_lasso.l2norm_saturated property) (selectinf.algorithms.sqrt_lasso.sqlasso_objective property) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny property) (selectinf.constraints.estimation.gaussian_cumulant property) (selectinf.constraints.estimation.gaussian_cumulant_conjugate property) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known property) (selectinf.constraints.estimation.gaussian_cumulant_known property) (selectinf.constraints.estimation.optimal_tilt property) (selectinf.constraints.estimation.softmax property) (selectinf.constraints.estimation.softmax_conjugate property) (selectinf.randomized.randomization.cumulant property) (selectinf.randomized.randomization.cumulant_conjugate property) (selectinf.randomized.randomization.from_grad_func property) (selectinf.randomized.randomization.randomization property) (selectinf.randomized.randomization.split property)

quadratic_bounds() (in module selectinf.distributions.chisq) quadratic_inequality_solver() (in module selectinf.constraints.quasi_affine) quadratic_test() (in module selectinf.distributions.chisq) quantile (selectinf.algorithms.change_point.change_point attribute) quantile() (selectinf.truncated.base.truncated method) (selectinf.truncated.chi.truncated_chi method) (selectinf.truncated.chi.truncated_chi2 method) (selectinf.truncated.F.truncated_F method) (selectinf.truncated.gaussian.truncated_gaussian method) (selectinf.truncated.gaussian.truncated_gaussian_old method) (selectinf.truncated.T.truncated_T method) query (class in selectinf.randomized.query)

R

random_forest_fit() (in module selectinf.learning.Rfitters) random_forest_fit_sk() (in module selectinf.learning.fitters) randomization (class in selectinf.randomized.randomization) randomize() (selectinf.randomized.cv_view.CV_view method) (selectinf.randomized.group_lasso.group_lasso method) (selectinf.randomized.lasso.lasso method) (selectinf.randomized.lasso.split_lasso method) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.query.gaussian_query method) (selectinf.randomized.query.query method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) (selectinf.randomized.slope.slope method) register() (selectinf.learning.Rutils.generic_method class method) (selectinf.learning.Rutils.lasso_glmnet class method)

regression_parameters() (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_known method) reparam_map() (selectinf.randomized.group_lasso.polynomial_gaussian_sampler method) (selectinf.randomized.query.affine_gaussian_sampler method) repeat_selection() (in module selectinf.learning.core) resid_bootstrap() (in module selectinf.glm) restricted_estimator() (in module selectinf.base) reversible_markov_chain (class in selectinf.distributions.chain) right_endpoint() (selectinf.truncated.gaussian.truncated_gaussian_old method) roots_poly2() (in module selectinf.constraints.quadratic) ROSI (class in selectinf.algorithms.lasso) ROSI_modelQ (class in selectinf.algorithms.lasso) rvs() (selectinf.truncated.base.truncated method) (selectinf.truncated.chi.truncated_chi method) (selectinf.truncated.chi.truncated_chi2 method) (selectinf.truncated.F.truncated_F method) (selectinf.truncated.gaussian.truncated_gaussian method) (selectinf.truncated.T.truncated_T method)

S

sample() (in module selectinf.sampling.sequential) (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method) (selectinf.randomized.group_lasso.polynomial_gaussian_sampler method) (selectinf.randomized.query.affine_gaussian_sampler method) (selectinf.randomized.query.optimization_sampler method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) sample_dum() (selectinf.constraints.quadratic.constraints method) (selectinf.constraints.quadratic.constraints_vecnorm method) sample_from_constraints() (in module selectinf.constraints.affine) (in module selectinf.constraints.quasi_affine) sample_from_sphere() (in module selectinf.constraints.affine) (in module selectinf.constraints.quasi_affine) sampler() (selectinf.randomized.cv_view.CV_view property) (selectinf.randomized.group_lasso.group_lasso property) (selectinf.randomized.lasso.lasso property) (selectinf.randomized.lasso.split_lasso property) (selectinf.randomized.modelQ.modelQ property) (selectinf.randomized.query.gaussian_query property) (selectinf.randomized.query.query property) (selectinf.randomized.screening.marginal_screening property) (selectinf.randomized.screening.screening property) (selectinf.randomized.screening.stepup property) (selectinf.randomized.screening.topK property) (selectinf.randomized.slope.slope property) scale() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) (selectinf.truncated.gaussian.truncated_gaussian_old property) scales (selectinf.learning.learners.mixture_learner attribute) (selectinf.learning.learners.sparse_mixture_learner attribute) screening (class in selectinf.randomized.screening) select() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) selected_covtest() (in module selectinf.algorithms.covtest) selected_target() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) selected_targets() (in module selectinf.randomized.group_lasso) (in module selectinf.randomized.lasso) (selectinf.randomized.modelQ.modelQ method) selectinf.algorithms.change_point (module) selectinf.algorithms.covtest (module) selectinf.algorithms.cv (module) selectinf.algorithms.cv_glmnet (module) selectinf.algorithms.debiased_lasso (module) selectinf.algorithms.forward_step (module) selectinf.algorithms.lasso (module) selectinf.algorithms.pca (module) selectinf.algorithms.screening (module) selectinf.algorithms.softmax (module) selectinf.algorithms.sqrt_lasso (module) selectinf.algorithms.stopping_rules (module) selectinf.base (module) selectinf.constraints.affine (module) selectinf.constraints.base (module) selectinf.constraints.estimation (module) selectinf.constraints.intervals (module) selectinf.constraints.quadratic (module) selectinf.constraints.quasi_affine (module) selectinf.distributions.chain (module) selectinf.distributions.chisq (module) selectinf.distributions.discrete_family (module) selectinf.distributions.discrete_multiparameter (module) selectinf.distributions.intervals (module) selectinf.distributions.pvalue (module) selectinf.glm (module) selectinf.learning.core (module) selectinf.learning.fitters (module) selectinf.learning.learners (module) selectinf.learning.Rfitters (module) selectinf.learning.Rutils (module) selectinf.learning.samplers (module) selectinf.learning.utils (module) selectinf.randomized.cv_view (module) selectinf.randomized.group_lasso (module) selectinf.randomized.lasso (module) selectinf.randomized.modelQ (module) selectinf.randomized.query (module) selectinf.randomized.randomization (module) selectinf.randomized.screening (module) selectinf.randomized.slope (module) selectinf.sampling.langevin (module) selectinf.sampling.sequential (module) selectinf.truncated.base (module) selectinf.truncated.chi (module) selectinf.truncated.F (module) selectinf.truncated.gaussian (module) selectinf.truncated.T (module) selectinf.utils.tools (module) selection_interval() (in module selectinf.constraints.affine) SelectionInterval (class in selectinf.distributions.pvalue) selective_MLE() (in module selectinf.randomized.query) (selectinf.randomized.cv_view.CV_view method) (selectinf.randomized.group_lasso.group_lasso method) (selectinf.randomized.group_lasso.polynomial_gaussian_sampler method) (selectinf.randomized.lasso.lasso method) (selectinf.randomized.lasso.split_lasso method) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.query.affine_gaussian_sampler method) (selectinf.randomized.query.gaussian_query method) (selectinf.randomized.query.query method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) (selectinf.randomized.slope.slope method) selectiveR_method (selectinf.learning.Rutils.generic_method attribute) (selectinf.learning.Rutils.lasso_glmnet attribute) serial_test() (in module selectinf.distributions.chain) set_alpha_matrix() (in module selectinf.glm) set_covariance() (selectinf.randomized.randomization.split method) set_data() (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) set_lipschitz() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) set_mu() (selectinf.truncated.gaussian.truncated_gaussian_old method) set_offset() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) set_quadratic() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) set_sampler() (selectinf.randomized.cv_view.CV_view method) (selectinf.randomized.group_lasso.group_lasso method) (selectinf.randomized.lasso.lasso method) (selectinf.randomized.lasso.split_lasso method) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.query.gaussian_query method) (selectinf.randomized.query.query method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) (selectinf.randomized.slope.slope method)

set_scale() (selectinf.truncated.gaussian.truncated_gaussian_old method) set_state() (selectinf.constraints.affine.gaussian_hit_and_run method) (selectinf.distributions.chain.markov_chain method) (selectinf.distributions.chain.reversible_markov_chain method) set_trait() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) setup() (selectinf.learning.Rutils.generic_method class method) (selectinf.learning.Rutils.lasso_glmnet class method) setup_instance() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) setup_sampler() (selectinf.randomized.cv_view.CV_view method) (selectinf.randomized.group_lasso.group_lasso method) (selectinf.randomized.lasso.lasso method) (selectinf.randomized.lasso.split_lasso method) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.query.gaussian_query method) (selectinf.randomized.query.query method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) (selectinf.randomized.slope.slope method) sf() (selectinf.truncated.base.truncated method) (selectinf.truncated.chi.truncated_chi method) (selectinf.truncated.chi.truncated_chi2 method) (selectinf.truncated.F.truncated_F method) (selectinf.truncated.gaussian.truncated_gaussian method) (selectinf.truncated.T.truncated_T method) sf_F() (in module selectinf.truncated.F) sf_T() (in module selectinf.truncated.T) shift() (selectinf.algorithms.softmax.softmax_objective class method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated class method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective class method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny class method) (selectinf.constraints.estimation.gaussian_cumulant class method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate class method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known class method) (selectinf.constraints.estimation.gaussian_cumulant_known class method) (selectinf.constraints.estimation.optimal_tilt class method) (selectinf.constraints.estimation.softmax class method) (selectinf.constraints.estimation.softmax_conjugate class method) (selectinf.randomized.randomization.cumulant class method) (selectinf.randomized.randomization.cumulant_conjugate class method) (selectinf.randomized.randomization.from_grad_func class method) (selectinf.randomized.randomization.randomization class method) (selectinf.randomized.randomization.split class method) sigma (selectinf.algorithms.change_point.change_point attribute) simple_stop() (in module selectinf.algorithms.stopping_rules) slope (class in selectinf.randomized.slope) smooth_objective() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) smoothed() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) softmax (class in selectinf.constraints.estimation) softmax_conjugate (class in selectinf.constraints.estimation) softmax_objective (class in selectinf.algorithms.softmax) soln() (selectinf.algorithms.lasso.data_carving property) (selectinf.algorithms.lasso.data_splitting property) (selectinf.algorithms.lasso.lasso property) (selectinf.algorithms.lasso.ROSI property) (selectinf.algorithms.lasso.ROSI_modelQ property) solve() (selectinf.algorithms.softmax.softmax_objective method) (selectinf.algorithms.sqrt_lasso.l2norm_saturated method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective method) (selectinf.algorithms.sqrt_lasso.sqlasso_objective_skinny method) (selectinf.constraints.affine.constraints method) (selectinf.constraints.estimation.gaussian_cumulant method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate method) (selectinf.constraints.estimation.gaussian_cumulant_conjugate_known method) (selectinf.constraints.estimation.gaussian_cumulant_known method) (selectinf.constraints.estimation.optimal_tilt method) (selectinf.constraints.estimation.softmax method) (selectinf.constraints.estimation.softmax_conjugate method) (selectinf.randomized.cv_view.CV_view method) (selectinf.randomized.group_lasso.group_lasso method) (selectinf.randomized.lasso.lasso method) (selectinf.randomized.lasso.split_lasso method) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.query.gaussian_query method) (selectinf.randomized.query.query method) (selectinf.randomized.randomization.cumulant method) (selectinf.randomized.randomization.cumulant_conjugate method) (selectinf.randomized.randomization.from_grad_func method) (selectinf.randomized.randomization.randomization method) (selectinf.randomized.randomization.split method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) (selectinf.randomized.slope.slope method) solve_sqrt_lasso() (in module selectinf.algorithms.sqrt_lasso) solve_sqrt_lasso_fat() (in module selectinf.algorithms.sqrt_lasso) solve_sqrt_lasso_skinny() (in module selectinf.algorithms.sqrt_lasso) sparse_mixture_learner (class in selectinf.learning.learners) split (class in selectinf.randomized.randomization) split_full_model_inference() (in module selectinf.learning.utils) split_lasso (class in selectinf.randomized.lasso) split_model() (in module selectinf.algorithms.lasso) split_partial_model_inference() (in module selectinf.learning.utils) split_sampler (class in selectinf.learning.samplers) sqlasso_objective (class in selectinf.algorithms.sqrt_lasso) sqlasso_objective_skinny (class in selectinf.algorithms.sqrt_lasso) sqrt_inequality_solver() (in module selectinf.constraints.quasi_affine) sqrt_lasso() (selectinf.algorithms.lasso.data_carving class method) (selectinf.algorithms.lasso.data_splitting class method) (selectinf.algorithms.lasso.lasso class method) (selectinf.algorithms.lasso.ROSI class method) (selectinf.algorithms.lasso.ROSI_modelQ class method) (selectinf.randomized.group_lasso.group_lasso static method) (selectinf.randomized.lasso.lasso static method) (selectinf.randomized.lasso.split_lasso static method) stack() (in module selectinf.constraints.affine) (in module selectinf.constraints.quadratic) (in module selectinf.constraints.quasi_affine) standard_lasso() (in module selectinf.algorithms.lasso) standard_split_ci() (in module selectinf.glm) state() (selectinf.constraints.affine.gaussian_hit_and_run property) (selectinf.distributions.chain.markov_chain property) (selectinf.distributions.chain.reversible_markov_chain property) step() (selectinf.algorithms.forward_step.forward_step method) (selectinf.constraints.affine.gaussian_hit_and_run method) (selectinf.distributions.chain.reversible_markov_chain method) stepup (class in selectinf.randomized.screening) stepup_selection() (in module selectinf.randomized.screening) strong_stop() (in module selectinf.algorithms.stopping_rules) sufficient_stat() (selectinf.distributions.discrete_family.discrete_family property) (selectinf.distributions.discrete_multiparameter.multiparameter_family property) summary() (selectinf.algorithms.lasso.data_carving method) (selectinf.algorithms.lasso.data_splitting method) (selectinf.algorithms.lasso.lasso method) (selectinf.algorithms.lasso.ROSI method) (selectinf.algorithms.lasso.ROSI_modelQ method) (selectinf.randomized.cv_view.CV_view method) (selectinf.randomized.group_lasso.group_lasso method) (selectinf.randomized.lasso.lasso method) (selectinf.randomized.lasso.split_lasso method) (selectinf.randomized.modelQ.modelQ method) (selectinf.randomized.query.gaussian_query method) (selectinf.randomized.query.multiple_queries method) (selectinf.randomized.query.query method) (selectinf.randomized.screening.marginal_screening method) (selectinf.randomized.screening.screening method) (selectinf.randomized.screening.stepup method) (selectinf.randomized.screening.topK method) (selectinf.randomized.slope.slope method)

T

tangent_space() (in module selectinf.distributions.chisq) test() (in module selectinf.algorithms.screening) theta() (selectinf.distributions.discrete_family.discrete_family property) (selectinf.distributions.discrete_multiparameter.multiparameter_family property) timethis() (in module selectinf.utils.tools) topK (class in selectinf.algorithms.screening) (class in selectinf.randomized.screening) trait_events() (selectinf.learning.Rutils.generic_method class method) (selectinf.learning.Rutils.lasso_glmnet class method) trait_metadata() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) trait_names() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) traits() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method)

truncated (class in selectinf.truncated.base) truncated_chi (class in selectinf.truncated.chi) truncated_chi2 (class in selectinf.truncated.chi) truncated_F (class in selectinf.truncated.F) truncated_gaussian (class in selectinf.truncated.gaussian) truncated_gaussian_old (class in selectinf.truncated.gaussian) truncated_T (class in selectinf.truncated.T) TruncatedGaussianError (class in selectinf.truncated.gaussian) truncnorm_cdf() (in module selectinf.distributions.pvalue) two_sided_acceptance() (selectinf.distributions.discrete_family.discrete_family method) two_sided_test() (selectinf.distributions.discrete_family.discrete_family method) twosided() (selectinf.truncated.gaussian.truncated_gaussian_old static method) type1() (selectinf.randomized.screening.marginal_screening static method)

U

UMAU_interval() (selectinf.truncated.gaussian.truncated_gaussian_old method) union() (selectinf.constraints.base.cons_op static method) (selectinf.constraints.intervals.intervals static method) unobserve() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) unobserve_all() (selectinf.learning.Rutils.generic_method method) (selectinf.learning.Rutils.lasso_glmnet method) useC (selectinf.randomized.lasso.lasso attribute) (selectinf.randomized.lasso.split_lasso attribute) (selectinf.randomized.modelQ.modelQ attribute) (selectinf.randomized.query.gaussian_query attribute) (selectinf.randomized.screening.marginal_screening attribute) (selectinf.randomized.screening.screening attribute) (selectinf.randomized.screening.stepup attribute) (selectinf.randomized.screening.topK attribute) (selectinf.randomized.slope.slope attribute)

using_glmnet() (selectinf.algorithms.cv_glmnet.CV_glmnet method)

V

value() (selectinf.constraints.affine.constraints method)

Var() (selectinf.distributions.discrete_family.discrete_family method) (selectinf.distributions.discrete_multiparameter.multiparameter_family method)

W

weights() (selectinf.distributions.discrete_family.discrete_family property) (selectinf.distributions.discrete_multiparameter.multiparameter_family property) whiten() (selectinf.constraints.affine.constraints method) (selectinf.constraints.quasi_affine.constraints method) (selectinf.constraints.quasi_affine.orthogonal method)

wide_ok (selectinf.learning.Rutils.generic_method attribute) (selectinf.learning.Rutils.lasso_glmnet attribute) with_traceback() (selectinf.truncated.gaussian.TruncatedGaussianError method)