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Function Reference Overview

Quick reference to all Statistics extension functions.

Function Finder

What I WantFunctionCategory
Fit linear regressionanofox_statistics_olsModels
Handle multicollinearityanofox_statistics_ridgeModels
Weighted regressionanofox_statistics_wlsModels
Online learninganofox_statistics_rlsModels
Feature selectionanofox_statistics_elastic_netModels
Test significanceanofox_statistics_ols_inferenceInference
Prediction intervalsanofox_statistics_ols_predict_intervalInference
Batch predictanofox_statistics_model_predictInference
Detect multicollinearityanofox_statistics_vifDiagnostics
Check normalityanofox_statistics_normality_testDiagnostics
Residual analysisanofox_statistics_residual_diagnosticsDiagnostics
Model comparisonanofox_statistics_information_criteriaDiagnostics
Per-group modelsanofox_statistics_ols_aggAggregates
Rolling modelsanofox_statistics_ols_agg OVERAggregates

Function Categories

Regression Models (5)

  • anofox_statistics_ols - Ordinary Least Squares
  • anofox_statistics_ridge - Ridge Regression
  • anofox_statistics_wls - Weighted Least Squares
  • anofox_statistics_rls - Recursive Least Squares
  • anofox_statistics_elastic_net - Elastic Net

Inference (3)

  • anofox_statistics_ols_inference - Hypothesis tests and CIs
  • anofox_statistics_ols_predict_interval - Prediction intervals
  • anofox_statistics_model_predict - Batch prediction

Diagnostics (4)

  • anofox_statistics_vif - Variance Inflation Factor
  • anofox_statistics_normality_test - Jarque-Bera test
  • anofox_statistics_residual_diagnostics - Leverage, Cook's D
  • anofox_statistics_information_criteria - AIC, BIC

Aggregates (All _agg suffix)

  • anofox_statistics_ols_agg - GROUP BY
  • anofox_statistics_ridge_agg - GROUP BY Ridge
  • Plus WLS, RLS, Elastic Net aggregates
  • Plus diagnostic aggregates

Next Steps

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