.. _iv-module-reference: ================ Module Reference ================ .. _iv-module-reference-models: Instrumental Variable Estimation -------------------------------- .. module:: linearmodels.iv.model :synopsis: Instrumental variable estimation .. currentmodule:: linearmodels.iv.model .. autosummary:: :toctree: iv/ IV2SLS IVLIML IVGMM IVGMMCUE _OLS Absorbing Least Squares ----------------------- OLS and WLS with high-dimensional effects. .. _absorbing-module-reference-models: .. currentmodule:: linearmodels.iv.absorbing .. module:: linearmodels.iv.absorbing :synopsis: Regression with high-dimensional effects .. autosummary:: :toctree: absorbing/ AbsorbingLS AbsorbingLSResults Interaction AbsorbingRegressor .. _iv-module-reference-results: Estimation Results ------------------ .. module:: linearmodels.iv.results :synopsis: Estimation results for instrumental variable estimators .. currentmodule:: linearmodels.iv.results .. autosummary:: :toctree: iv/ IVResults IVGMMResults OLSResults IVModelComparison FirstStageResults compare .. _iv-module-reference-covariance: Instrumental Variable Covariance Estimation ------------------------------------------- .. module:: linearmodels.iv.covariance :synopsis: Covariance estimators for linear IV models .. currentmodule:: linearmodels.iv.covariance .. autosummary:: :toctree: iv/ HomoskedasticCovariance HeteroskedasticCovariance ClusteredCovariance KernelCovariance Kernel Weight Generators ~~~~~~~~~~~~~~~~~~~~~~~~ .. autosummary:: :toctree: iv/ kernel_weight_bartlett kernel_weight_parzen kernel_weight_quadratic_spectral kernel_optimal_bandwidth GMM Weight and Covariance Estimation ------------------------------------ .. module:: linearmodels.iv.gmm :synopsis: GMM estimation of linear IV models .. currentmodule:: linearmodels.iv.gmm .. autosummary:: :toctree: iv/ IVGMMCovariance HomoskedasticWeightMatrix HeteroskedasticWeightMatrix KernelWeightMatrix OneWayClusteredWeightMatrix IV Data Structures ------------------ .. module:: linearmodels.iv.data :synopsis: Data structured used in instrumental variables estimators .. currentmodule:: linearmodels.iv.data .. autosummary:: :toctree: iv/ IVData