API

Release

0.1.0

Date

September 25, 2019

• algorithms.change_point
  • Module: algorithms.change_point
  • change_point
• algorithms.covtest
  • Module: algorithms.covtest
  • Functions
• algorithms.cv
  • Module: algorithms.cv
  • CV
• algorithms.cv_glmnet
  • Module: algorithms.cv_glmnet
  • CV_glmnet
• algorithms.debiased_lasso
  • Module: algorithms.debiased_lasso
  • Functions
• algorithms.forward_step
  • Module: algorithms.forward_step
  • Class
  • forward_step
  • Functions
• algorithms.lasso
  • Module: algorithms.lasso
  • Classes
    • ROSI
    • ROSI_modelQ
    • data_carving
    • data_splitting
    • lasso
  • Functions
• algorithms.pca
  • Module: algorithms.pca
• algorithms.screening
  • Module: algorithms.screening
  • topK
• algorithms.softmax
  • Module: algorithms.softmax
  • softmax_objective
• algorithms.sqrt_lasso
  • Module: algorithms.sqrt_lasso
  • Classes
    • l2norm_saturated
    • sqlasso_objective
    • sqlasso_objective_skinny
  • Functions
• algorithms.stopping_rules
  • Module: algorithms.stopping_rules
  • Functions
• base
  • Module: base
• constraints.affine
  • Module: constraints.affine
  • Classes
    • constraints
    • gaussian_hit_and_run
  • Functions
• constraints.base
  • Module: constraints.base
  • Classes
    • cons_op
    • constraints
    • noConstraint
• constraints.estimation
  • Module: constraints.estimation
  • Classes
    • gaussian_cumulant
    • gaussian_cumulant_conjugate
    • gaussian_cumulant_conjugate_known
    • gaussian_cumulant_known
    • optimal_tilt
    • softmax
    • softmax_conjugate
• constraints.intervals
  • Module: constraints.intervals
  • intervals
• constraints.quadratic
  • Module: constraints.quadratic
  • Classes
    • constraints
    • constraints_vecnorm
  • Functions
• constraints.quasi_affine
  • Module: constraints.quasi_affine
  • Classes
    • constraints
    • orthogonal
  • Functions
• distributions.chain
  • Module: distributions.chain
  • Classes
    • markov_chain
    • reversible_markov_chain
  • Functions
• distributions.chisq
  • Module: distributions.chisq
  • Functions
• distributions.discrete_family
  • Module: distributions.discrete_family
  • discrete_family
• distributions.discrete_multiparameter
  • Module: distributions.discrete_multiparameter
  • multiparameter_family
• distributions.intervals
  • Module: distributions.intervals
  • intervals_from_sample
• distributions.pvalue
  • Module: distributions.pvalue
  • Class
  • SelectionInterval
  • Functions
• glm
  • Module: glm
  • Functions
• learning.Rfitters
  • Module: learning.Rfitters
  • Functions
• learning.Rutils
  • Module: learning.Rutils
  • Classes
    • generic_method
    • lasso_glmnet
  • Functions
• learning.core
  • Module: learning.core
  • Functions
• learning.fitters
  • Module: learning.fitters
  • Functions
• learning.learners
  • Module: learning.learners
  • Classes
    • mixture_learner
    • sparse_mixture_learner
• learning.samplers
  • Module: learning.samplers
  • Classes
    • normal_sampler
    • split_sampler
• learning.utils
  • Module: learning.utils
  • Functions
• randomized.cv_view
  • Module: randomized.cv_view
  • CV_view
• randomized.group_lasso
  • Module: randomized.group_lasso
  • Classes
    • group_lasso
    • polynomial_gaussian_sampler
  • Functions
• randomized.lasso
  • Module: randomized.lasso
  • Classes
    • lasso
    • split_lasso
  • Functions
• randomized.modelQ
  • Module: randomized.modelQ
  • modelQ
• randomized.query
  • Module: randomized.query
  • Classes
    • affine_gaussian_sampler
    • gaussian_query
    • multiple_queries
    • optimization_intervals
    • optimization_sampler
    • query
  • Functions
• randomized.randomization
  • Module: randomized.randomization
  • Classes
    • cumulant
    • cumulant_conjugate
    • from_grad_func
    • randomization
    • split
  • Functions
• randomized.screening
  • Module: randomized.screening
  • Classes
    • marginal_screening
    • screening
    • stepup
    • topK
  • Function
• randomized.slope
  • Module: randomized.slope
  • slope
• sampling.langevin
  • Module: sampling.langevin
  • projected_langevin
• sampling.sequential
  • Module: sampling.sequential
• truncated.F
  • Module: truncated.F
  • Class
  • truncated_F
  • Functions
• truncated.T
  • Module: truncated.T
  • truncated_T
• truncated.base
  • Module: truncated.base
  • truncated
• truncated.chi
  • Module: truncated.chi
  • Classes
    • truncated_chi
    • truncated_chi2
• truncated.gaussian
  • Module: truncated.gaussian
  • Classes
    • TruncatedGaussianError
    • truncated_gaussian
    • truncated_gaussian_old
  • Functions
• utils.tools
  • Module: utils.tools