Semiparametric Efficient Inference for the Probability of Necessary and Sufficient Causation
Sign Up to like & getrecommendations! Published in 2024 at "Statistics in Medicine"
DOI: 10.1002/sim.70242
Abstract: Causal attribution, which seeks to explain the reasons behind events or behaviors, plays a critical role in causal inference and deepens our understanding of cause‐and‐effect relationships in scientific research. The probabilities of necessary causation (PN)… read more here.
Keywords: efficient inference; semiparametric efficient; inference; causation ... See more keywords
Semiparametric efficient inferences for generalised partially linear models
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Nonparametric Statistics"
DOI: 10.1080/10485252.2020.1790557
Abstract: In this paper, we consider semiparametric efficient inferences in the generalised partially linear models. A novel bias-corrected estimating procedure and a bias-corrected empirical log-likelihood ratio are developed, respectively, for point estimation and confidence regions for… read more here.
Keywords: inferences generalised; semiparametric efficient; generalised partially; efficient inferences ... See more keywords
Robust Semiparametric Efficient Estimators in Complex Elliptically Symmetric Distributions
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Signal Processing"
DOI: 10.1109/tsp.2020.3019110
Abstract: Covariance matrices play a major role in statistics, signal processing and machine learning applications. This paper focuses on the semiparametric covariance/scatter matrix estimation problem in elliptical distributions. The class of elliptical distributions can be seen… read more here.
Keywords: tex math; semiparametric efficient; robust semiparametric; inline formula ... See more keywords