Stata - Linear Models

New in Stata 10

Regression

  • Ordinary, constrained, instrumental variables, censored, and errors in variables
  • Influence statistics and fit diagnostics
    • Ramsey regression specification-error test for omitted variables
    • Variance-inflation factors
    • Cook's distance
    • COVRATIO
    • DFBETAs
    • DFITs
    • Diagonal elements of hat matrix
    • Residuals, standardized residuals, studentized residuals
    • Standard errors of the forecast, prediction, and residuals
    • Welsch distance
  • tests for heteroskedasticity
    • Cook and Weisberg test
    • Szroetzer's rank test
    • Information matrix test
    • Cameron and Trivedi's decomposition
    • White's test
  • Tests for autocorrelation
    • Durbin–Watson
    • Durbin–Watson h statistic
    • Breusch–Godfrey
  • ARCH LM test

Simultaneous systems

  • Three-stage least-squares regression
  • Two-stage least-squares regression
  • Linear constraints within and across equations
  • Accepts time-series operators
  • Models with selection

Seemingly unrelated regressions

  • Linear constraints within and across equations
  • Accepts time-series operators

Fractional polynomial regression

  • Mean adjustment to variables
  • Component+residual plots

Quantile regression

  • Median regression
  • Least absolute deviations (LAD)
  • Regression of any quantile
  • Koenker and Bassett or bootstrapped standard errors

Linear mixed models

  • Multilevel random effects
  • BLUP estimation
  • Diagnostic plots
    • Added variable (leverage) plot
    • Component plus residual plot
    • Leverage vs. squared residual plot
    • Residual vs. fitted plot
    • Residual vs. predictor
  • Fixed- and random-effects models for panel data
  • Traditional, robust (Huber/White/sandwich), bootstrap, or jackknife standard errors
  • Robust regression
  • Graph estimates and confidence intervals
  • Newey–West estimator of variance
  • Variance-weighted least squares
  • GLM
  • GLS for cross-sectional time-series data
  • List estimates and confidence intervals

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Last revised:13/06/2007