Semiparametric estimation and inference for distributional and general treatment effects - Cheng, Jing; Qin, Jing; Zhang, Biao (Journal of the Royal Statistical Society. Series B, Statistical methodology, 2009)
Keywords: Averages; Causal effect; Causal inference; Causality; Clinical trials; Compliance; Cumulative distribution functions; Data analysis; Density estimation; Distribution theory; elderly; Empirical likelihood; Empirical tests; Estimation; Estimation methods; Estimators; Exact sciences and technology; Experimentation; Exponential tilt model; Functions of a complex variable; General topics; Inference; Instrumental variable; Intervention; Mathematical analysis; Mathematics; Medical practices; Medical research; Medical treatment; Mental depression; Mixture model; Non-compliance; Noncompliance; Older people; Parametric inference; Parametric models; Patients; Primary care; Primary health care; Probability; Probability and statistics; probability distribution; Probability theory and stochastic processes; Random allocation; Random sampling; Randomized trials; Sciences and techniques of general use; Semiparametric estimation and inference; Simulation; Statistical methods; Statistics; Studies; Treatment compliance; Treatment effects; Mixture model; Non parametric estimation; Statistical simulation; Parametric method; Randomized trials; Distribution function; Latent class model; Likelihood function; Mixed distribution; Instrumental variable; Data analysis; Non-compliance; Treatment efficiency; Asymptotic behavior; Empirical method; Average; Likelihood ratio; Empirical likelihood; Statistical estimation; Semiparametric method; Mean estimation; Statistical method; Causal effect; Randomized design; Treatment effect; Exponential tilt model; Entire function