pysr3 package

Subpackages

• pysr3.linear package
  • Submodules
    • pysr3.linear.models module
      • LinearCADModel
      • LinearCADModelSR3
      • LinearL0Model
      • LinearL0ModelSR3
      • LinearL1Model
      • LinearL1ModelSR3
      • LinearModel
      • LinearSCADModel
      • LinearSCADModelSR3
      • SimpleLinearModel
      • SimpleLinearModelSR3
    • pysr3.linear.oracles module
      • LinearOracle
      • LinearOracleSR3
    • pysr3.linear.problems module
      • LinearProblem
  • Module contents
• pysr3.lme package
  • Submodules
    • pysr3.lme.model_selectors module
      • get_model()
      • select_covariates()
    • pysr3.lme.models module
      • CADLmeModel
      • CADLmeModelSR3
      • L0LmeModel
      • L0LmeModelSR3
      • L1LmeModel
      • L1LmeModelSR3
      • LMEModel
      • SCADLmeModel
      • SCADLmeModelSR3
      • SimpleLMEModel
      • SimpleLMEModelSR3
    • pysr3.lme.oracles module
      • LinearLMEOracle
      • LinearLMEOracleSR3
    • pysr3.lme.priors module
      • GaussianPriorLME
      • NonInformativePriorLME
    • pysr3.lme.problems module
      • LMEProblem
      • LMEStratifiedShuffleSplit
      • Problem
      • get_per_group_coefficients()
      • random_effects_to_matrix()
  • Module contents

Submodules

• pysr3.logger module
  • Logger
    • Logger.add()
    • Logger.append()
    • Logger.get()
    • Logger.log()
• pysr3.priors module
  • GaussianPrior
    • GaussianPrior.forget()
    • GaussianPrior.gradient()
    • GaussianPrior.hessian()
    • GaussianPrior.instantiate()
    • GaussianPrior.loss()
  • NonInformativePrior
    • NonInformativePrior.forget()
    • NonInformativePrior.gradient()
    • NonInformativePrior.hessian()
    • NonInformativePrior.instantiate()
    • NonInformativePrior.loss()
  • Prior
• pysr3.regularizers module
  • CADRegularizer
    • CADRegularizer.forget()
    • CADRegularizer.instantiate()
    • CADRegularizer.prox()
    • CADRegularizer.value()
  • DummyRegularizer
    • DummyRegularizer.prox()
    • DummyRegularizer.value()
  • ElasticRegularizer
    • ElasticRegularizer.instantiate()
    • ElasticRegularizer.prox()
    • ElasticRegularizer.value()
  • L0Regularizer
    • L0Regularizer.forget()
    • L0Regularizer.instantiate()
    • L0Regularizer.prox()
    • L0Regularizer.value()
  • L0RegularizerLME
    • L0RegularizerLME.forget()
    • L0RegularizerLME.instantiate()
    • L0RegularizerLME.optimal_tbeta()
    • L0RegularizerLME.optimal_tgamma()
    • L0RegularizerLME.prox()
    • L0RegularizerLME.value()
  • L1Regularizer
    • L1Regularizer.forget()
    • L1Regularizer.instantiate()
    • L1Regularizer.prox()
    • L1Regularizer.value()
  • PositiveQuadrantRegularizer
    • PositiveQuadrantRegularizer.instantiate()
    • PositiveQuadrantRegularizer.prox()
    • PositiveQuadrantRegularizer.value()
  • Regularizer
    • Regularizer.forget()
    • Regularizer.instantiate()
    • Regularizer.prox()
    • Regularizer.value()
  • SCADRegularizer
    • SCADRegularizer.forget()
    • SCADRegularizer.instantiate()
    • SCADRegularizer.prox()
    • SCADRegularizer.value()
• pysr3.solvers module
  • FakePGDSolver
    • FakePGDSolver.optimize()
  • PGDSolver
    • PGDSolver.optimize()

Module contents