TOC

Framework - common features to models

• data handling
• formula handling
• fit and optimization
• prediction
• inference - cov_type
• inference - wald_tests
• inference - comparing models
• special fit methods
  • constrained
  • penalized
  • transformed
• plotting

extensions (not yet generic)

• diagnostics
• predict_at, margins
• inference - score tests, conditional moment tests
• variable selection
• resampling, cross-validation and bootstrap

Topics (generic)

• treatment effects: ATE, predict_at, margins
• nonparametric
• (mis)specification robustness
• outlier influence robustness
• missing values

Models

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Statistics

(narrowly defined similar to statsmodels.stats)

Supporting functionality

tools and functions that are usually not the main focus, e.g. multitests, linear algebra, ...