Semiparametric API Overview

This page lists the public semiparametric estimators used for debiased machine learning inference built on nested NPIV nuisance estimation.

NPIV Functional Inference

nnpiv.semiparametrics.DML_npiv(Y, D, Z, W[, ...])

Debiased Machine Learning for Nonparametric Instrumental Variables (DML-npiv) class.

Mediation Analysis

nnpiv.semiparametrics.DML_mediated(Y, D, M, W, Z)

Debiased Machine Learning for mediation analysis (DML-mediation) class with joint/sequential model fitting.

Long-Term Effect Estimation

nnpiv.semiparametrics.DML_longterm(Y, D, S, G)

Debiased Machine Learning for long-term causal analysis (DML-longterm) class with joint/sequential model fitting.