Critical Notice: Causality by Judea Pearl
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چکیده
This is a wonderful book; indeed, it is easily one of the most important and creative books I have ever read on the subject of causation and causal inference. Causality is impressive on many levels and should be of great interest to many different audiences. Philosophers will find of particular interest Pearl’s defense of what might be described as a broadly manipulationist or interventionist treatment of causation: Causal claims have to do with what would happen under ideal, suitably surgical experimental manipulations (‘interventions’). But Pearl moves far beyond philosophical generalities on this theme: He makes the case for the approach that he favors by developing a formal apparatus (‘a calculus of interventions’, as he calls it) for talking about interventions and how they relate to causation and information about probabilities that is at once both intuitively compelling and genuinely useful for purposes of calculation and estimation. He also actively engages the philosophical literature on causation at many points – for example, there are illuminating discussions of evidential decision theory, of probabilistic theories of causation of the sort favored by Eells and Cartwright, of Lewisian counterfactual theories of causation, and of the relationship between so-called type and token causal claims, as well as a quite novel treatment of the latter. For those interested in foundational questions at the intersection of econometrics, causal inference and statistics, Pearl offers an account, in terms of claims about the outcomes of hypothetical experiments, of what systems of structural equations mean (or should be understood to mean) when interpreted causally. This account draws on ideas that go back to such econometricians asHaavelmo, Frisch, Strotz andWald, amongothers, but Pearl expresses these ideas in a way that seems to me to be clearer and analytically sharper and relates them successfully to much more
منابع مشابه
Causal , Casual and Curious Judea Pearl
Conventional wisdom dictates that the more we know about a problem domain the easier it is to predict the effects of policies in that domain. Strangely, this wisdom is not sanctioned by formal analysis, when the notions of “knowledge” and “policy” are given concrete definitions in the context of nonparametric causal analysis. This note describes this peculiarity and speculates on its implications.
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I am grateful to Professor Neuberg for taking the time to study my book Causality and for summarizing its main ideas in a language familiar to readers of Econometric Theory+ I will comment on several issues that I believe warrant further discussion+ First, I will summarize in my own style what economists can learn from Causality, and, second, I will correct several inaccuracies in the summary o...
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The causal notions embodied in the concept of Granger causality have been argued to belong to a different category than those of Judea Pearl’s Causal Model, and so far their relation has remained obscure. Here, we demonstrate that these concepts are in fact closely linked by showing how each relates to straightforward notions of direct causality embodied in settable systems, an extension and re...
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تاریخ انتشار 2003