Results 131 to 140 of about 1,239,696 (252)

Statistics and Causal Inference

, 1985
P. Holland
semanticscholar   +1 more source

Mediated probabilities of causation

Journal of Causal Inference
We propose a set of causal estimands that we call “the mediated probabilities of causation.” These estimands quantify the probabilities that an observed negative outcome was induced via a mediating pathway versus a direct pathway in a stylized setting ...
Rubinstein Max, Cuellar Maria, Malinsky Daniel   +2 more
doaj   +1 more source

An efficient algorithm for computing interventional distributions in latent variable causal models

, 2011
Probabilistic inference in graphical models is the task of computing marginal and conditional densities of interest from a factorized representation of a joint probability distribution.
Richardson, Thomas S., Shpitser, Ilya, Robins, James M.   +2 more
core  

MatchIt: Nonparametric Preprocessing for Parametric Causal Inference

MatchIt implements the suggestions of Ho, Imai, King, and Stuart (2007) for improving parametric statistical models by preprocessing data with nonparametric matching methods.
Elizabeth A. Stuart, Daniel Ho, Gary King, Kosuke Imai   +3 more
core  

Causal inference with observational data: Regression Discontinuity and related methods in Stata [PDF]

This overview of implementing quasi-experimental methods of estimating causal impacts (panel methods, matching estimators, instrumental variables, and regression discontinuity) emphasizes practical considerations and Stata-specific approaches, with ...
Austin Nichols
core  

Interpreting the Estimand Framework From a Causal Inference Perspective. [PDF]

JMIRx Med
Zeng J.
europepmc   +1 more source

Causal Inference in Health Disparities Research. [PDF]

Annu Rev Public Health
Jackson JW.
europepmc   +1 more source

Technology-driven causal inference : prospects and challenges

The relationship between technology and causal inference is multifaceted. It can be broadly divided into two aspects: the role of causal inference in technological practice, such as engineering reasoning, and how technology enables or enhances our ...
Gonzalez Barman, KristianLW010001709078358020030910030000-0001-7277-73514CB1BDEA-9418-11E7-AB7A-82D1AD28A064, Russo, Federicaeditor, Illari, Phylliseditor, van Eck, DingmarUGent80200135278097729601969456C82CE0-29F8-11E2-B147-7FBF10BDE39D   +3 more
core  

Use of causal inference methods in case-control studies: a methodology review. [PDF]

Am J Epidemiol
Mésidor M, Xu M, Diop A, Fantodji C, Parent MÉ, Keil A.   +5 more
europepmc   +1 more source

Comment on Ding and Miratrix: “To Adjust or Not to Adjust?”

Journal of Causal Inference, 2015
Pearl Judea
doaj   +1 more source