API Reference

Full API documentation generated from source docstrings.

• jaxsr.basis
  • BasisFunction
  • ParametricBasisInfo
  • BasisLibrary
• jaxsr.regressor
  • SymbolicRegressor
  • MultiOutputSymbolicRegressor
  • fit_symbolic()
• jaxsr.selection
  • SelectionResult
  • SelectionPath
  • fit_ols()
  • fit_ridge()
  • fit_subset()
  • greedy_forward_selection()
  • greedy_backward_elimination()
  • exhaustive_search()
  • coordinate_descent_lasso()
  • lasso_path_selection()
  • coordinate_descent_elastic_net()
  • compute_pareto_front()
  • compute_pareto_front_multi()
  • select_features()
  • ClassificationResult
  • ClassificationPath
  • fit_irls()
  • fit_logistic_lasso()
  • fit_classification_subset()
  • greedy_forward_classification()
  • greedy_backward_classification()
  • exhaustive_classification()
  • lasso_path_classification()
  • compute_pareto_front_classification()
  • select_features_classification()
• jaxsr.constraints
  • ConstraintType
  • Constraint
  • Constraints
  • ConstraintEvaluator
  • fit_constrained_ols()
  • build_constraint_scorer()
• jaxsr.metrics
  • compute_aic()
  • compute_bic()
  • compute_aicc()
  • compute_hqc()
  • compute_mdl()
  • compute_information_criterion()
  • group_indices()
  • cross_validate()
  • compute_cv_score()
  • compute_loo_mse()
  • compute_press()
  • compute_mse()
  • compute_rmse()
  • compute_mae()
  • compute_r2()
  • compute_adjusted_r2()
  • compute_max_error()
  • compute_mape()
  • compute_all_metrics()
  • ModelComparison
  • compare_models()
  • format_comparison_table()
  • compute_classification_ic()
  • compute_accuracy()
  • compute_log_loss()
  • compute_precision()
  • compute_recall()
  • compute_f1_score()
  • compute_auc_roc()
  • compute_confusion_matrix()
  • compute_matthews_corrcoef()
  • compute_all_classification_metrics()
  • cross_validate_classification()
• jaxsr.uncertainty
  • compute_unbiased_variance()
  • compute_coeff_covariance()
  • coefficient_intervals()
  • prediction_interval()
  • ensemble_predict()
  • BayesianModelAverage
  • conformal_predict_split()
  • conformal_predict_jackknife_plus()
  • bootstrap_coefficients()
  • bootstrap_predict()
  • summarize_selection_replicates()
  • bootstrap_model_selection()
  • AnovaRow
  • AnovaResult
  • anova()
  • classification_coefficient_intervals()
  • bootstrap_classification_coefficients()
  • conformal_classification_split()
  • calibration_curve()
• jaxsr.sampling
  • SamplingStrategy
  • SamplingResult
  • AdaptiveSampler
  • latin_hypercube_sample()
  • sobol_sample()
  • halton_sample()
  • grid_sample()
  • d_optimal_select()
• jaxsr.acquisition
  • Classes
  • AcquisitionResult
  • BatchStrategy
  • AcquisitionFunction
  • PredictionVariance
  • ConfidenceBandWidth
  • EnsembleDisagreement
  • BMAUncertainty
  • ModelDiscrimination
  • ModelMin
  • ModelMax
  • UCB
  • LCB
  • ExpectedImprovement
  • ProbabilityOfImprovement
  • ThompsonSampling
  • AOptimal
  • DOptimal
  • Composite
  • ActiveLearner
  • suggest_points()
• jaxsr.rsm
  • factorial_design()
  • fractional_factorial_design()
  • central_composite_design()
  • box_behnken_design()
  • encode()
  • decode()
  • CanonicalAnalysis
  • canonical_analysis()
  • ResponseSurface
• jaxsr.plotting
  • plot_pareto_front()
  • plot_parity()
  • plot_residuals()
  • plot_coefficient_path()
  • plot_feature_importance()
  • plot_model_selection()
  • plot_prediction_surface()
  • plot_comparison()
  • plot_learning_curve()
  • plot_prediction_intervals()
  • plot_coefficient_intervals()
  • plot_bma_weights()
• jaxsr.classifier
  • SymbolicClassifier
  • fit_symbolic_classification()
• jaxsr.additive
  • Public API
  • AbsoluteError
  • AdditiveSymbolicModel
  • BackfittingSymbolicRegressor
  • HuberLoss
  • Loss
  • QuantileLoss
  • RecursiveSymbolicRegressor
  • SquaredError
  • StagewiseSymbolicRegressor
  • additive_predict()
  • bootstrap_additive()
  • bootstrap_predict_additive()
  • get_loss()
  • loss_from_config()
  • refit_ols()
  • StagewiseSymbolicRegressor
  • additive_predict()
  • AdditiveSymbolicModel
  • Loss
  • SquaredError
  • AbsoluteError
  • HuberLoss
  • QuantileLoss
  • get_loss()
  • loss_from_config()
  • refit_ols()
  • Scope
  • BackfittingSymbolicRegressor
  • RecursiveSymbolicRegressor
  • bootstrap_additive()
  • bootstrap_predict_additive()
• jaxsr.derivatives
  • SurfaceDerivatives
  • estimate_partial_derivatives()
• jaxsr.superposition
  • The model
  • Two findings shape this API
  • Conventions
  • MasterCurve
  • ShiftTerm
  • SuperpositionRegressor
  • ValidityReport
  • collapse_rmse()