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superglm

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  • Get started
  • Tutorials
  • How-to guides
  • Explanation
  • API reference
  • Governance
  • Development
  • GitHub
  • PyPI

Section Navigation

  • SuperGLM
    • Build
      • superglm.SuperGLM
      • family
      • link
      • features
      • penalty
      • lambda2
      • selection_penalty
      • selection_penalty_
      • distribution_
      • theta_
    • Fit
      • fit
      • fit_reml
      • fit_path
      • refit_unpenalised
      • estimate_p
      • estimate_theta
      • bind_levels
      • clone_unfitted
    • Inference
      • summary
      • term_inference
      • simultaneous_bands
      • random_effects
      • factor_smooth
      • metrics
      • drop1
      • term_importance
      • term_drop_diagnostics
      • knot_summary
      • design_summary
      • result
    • Predict
      • predict
      • relativities
      • reconstruct_feature
    • Plot
      • plot
      • plot_data
      • plot_diagnostics
    • Diagnose
      • diagnostics
      • spline_redundancy
      • discretization_impact
      • iteration_diagnostics
      • reml_diagnostics
      • training_telemetry
    • Constrain shapes
      • apply_shape_postfit
      • monotonize
      • apply_monotone_postfit
    • Screen interactions
      • screen_interactions
    • Deploy
      • export_rating_tables
      • rating_table_payload
    • Results and records
      • PathResult
      • REMLResult
      • LambdaPolicy
      • warmup
      • ModelSummary
      • ModelMetrics
      • DiscretizationResult
      • discretization_impact
  • SuperLSS
    • Families
      • GaussianLS
      • GammaLS
      • LogNormalLS
      • NegativeBinomialLS
      • GeneralizedGammaLSS
      • GeneralizedParetoLSS
      • TweedieLSS
      • TwoPieceLogNormalLSS
      • TwoPieceNormalLSS
    • Declarations
      • BoundPredictor
      • bind_predictor
      • term
      • s
      • cat
      • re
      • ti
      • interaction
    • Fit
      • superglm.SuperLSS
      • fit
      • fit_reml
      • diagnose
      • predictors
      • family
      • FitDiagnosticReport
    • Inference
      • summary
      • term_inference
      • term_test
      • parameter_names_
      • family_
      • predictors_
      • coef_
      • coef_by_predictor_
      • covariance_
      • result_
      • smoothing_parameters_
    • Predict
      • predict
      • predict_parameters
      • predict_link
      • predict_cdf
      • predict_quantile
      • posterior_predictive
      • posterior_draws
      • posterior_bounds
    • Check the fit
      • residuals
      • residual_set
      • check
      • check_2d
      • actual_expected
      • calibration
      • scores
      • compare
    • Price and portfolio views
      • risk_curves
      • density_fan
      • parameter_spread
      • portfolio
    • Plot
      • plot
      • plot_data
      • plot_diagnostics
    • Smoothing certification and telemetry
      • smoothing_certified_
      • smoothing_convergence_reason_
      • smoothing_unresolved_upper_bound_
      • exact_face_components_
      • coefficient_curvature
      • training_telemetry
    • Save and load
      • to_bytes
      • from_bytes
    • Configuration
      • discrete
      • n_bins
      • separation
      • weight_semantics
  • Features
    • Spline
    • PSpline
    • BSplineSmooth
    • NaturalSpline
    • CubicRegressionSpline
    • PolynomialRange
    • n_knots_from_k
    • Categorical
    • OrderedCategorical
    • Numeric
    • Piecewise
    • Polynomial
    • FactorSmooth
    • RandomEffect
    • LevelGrouping
    • collapse_levels
    • Constraint
  • Families and links
    • families
    • Poisson
    • Gaussian
    • Gamma
    • Binomial
    • NegativeBinomial
    • Tweedie
    • LogLink
    • LogitLink
    • IdentityLink
    • ProbitLink
    • CloglogLink
    • CauchitLink
    • InverseLink
    • InverseSquaredLink
    • SqrtLink
    • PowerLink
    • NegativeBinomialLink
    • NBProfileResult
    • TweedieProfileResult
    • tweedie_logpdf
    • generate_tweedie_cpg
  • Penalties
    • GroupElasticNet
    • GroupLasso
    • SparseGroupLasso
    • Ridge
    • Adaptive
  • Inference results
    • TermInference
    • InteractionInference
    • RandomEffectResult
    • FactorSmoothResult
    • SplineRedundancyReport
  • Validation and diagnostics
    • cross_validate
    • CrossValidationResult
    • lorenz_curve
    • LorenzCurveResult
    • lift_chart
    • LiftChartResult
    • double_lift_chart
    • DoubleLiftChartResult
    • loss_ratio_chart
    • LossRatioChartResult
    • dispersion_test
    • DispersionTestResult
    • score_test_zi
    • ScoreTestZIResult
    • zero_inflation_index
    • ZeroInflationResult
    • vuong_test
    • VuongTestResult
  • Plotting
    • plot_term_comparison
  • Export
    • export_rating_tables
  • scikit-learn wrappers
    • SuperGLMRegressor
    • SuperGLMClassifier
  • Statistical helpers
    • psum_chisq
    • satterthwaite
    • wood_test_smooth
  • Model editor
    • edit
    • EditorSession
    • EditableTerm
    • EditRecord
  • Warnings and exceptions
    • PublicationModeError
    • NearPoissonDispersionError
    • RatingTableBaseNotRepresentableError
    • SeparationError
    • SeparationWarning
    • NBThetaBoundWarning
    • FractionalFrequencyWeightWarning
    • PriorWeightLatticeWarning
  • Internals
    • TensorInteraction
    • SplineCategorical
    • PolynomialCategorical
    • NumericCategorical
    • CategoricalInteraction
    • NumericInteraction
    • PolynomialInteraction
    • BoundTerm
    • BoundInteraction
    • Predictor
    • ConstraintSpec
    • LinearConstraintSet
    • MonotoneRepairer
    • MonotoneRepairResult
    • SmoothCurve
    • SplineMetadata
  • API reference
  • SuperGLM
  • Build
  • link

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