干擾因素
干擾因素(英語:confounder、confound或confounding variable),又稱為干擾因子、干擾變量、混淆變量、共變因等,在統計學和因果關係中是指會同時影響自變數和應變數,導致出現偽關係的一種變量。在不嚴謹的語境下,干擾因子也可以指所有未知變數(lurking variable),包括中介變因和對撞變因。干擾因子會造成偽關係,是相關不蘊涵因果的原因之一。[1][2][3]
參見
參考文獻
- ^ Pearl, J., (2009). Simpson's Paradox, Confounding, and Collapsibility In Causality: Models, Reasoning and Inference (2nd ed.). New York : Cambridge University Press.
- ^ VanderWeele, T.J.; Shpitser, I. On the definition of a confounder. Annals of Statistics. 2013, 41 (1): 196–220. PMC 4276366 . PMID 25544784. arXiv:1304.0564 . doi:10.1214/12-aos1058.
- ^ Greenland, S.; Robins, J. M.; Pearl, J. Confounding and Collapsibility in Causal Inference. Statistical Science. 1999, 14 (1): 29–46. doi:10.1214/ss/1009211805 .