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Controlling confounders in a causal diagram. Isn't the backdoor criterion sufficient?

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#probability #causal-diagrams #causality #do-calculus
132
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Combining P-Values from multiple trials of the same experiment

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#probability #statistics #statistical-inference #causal-diagrams #causality
1k
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Causal Inference A Primer Study Question

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#statistics #statistical-inference #paradoxes #causal-diagrams #causality
828
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Responses to the study questions from Causal Inference in Statistics (by Judea Pearl).

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#statistics #statistical-inference #causal-diagrams #causality
28
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Why is causal influence between concepts in Fuzzy Cognitive maps represented by membership functions?

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#fuzzy-logic #causal-diagrams
203
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Prove d-separation path is blocked as long as NOT conditioning on the collider

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#causal-diagrams #causality
63
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For a structured causal model, if two RVs are conditionally independent on X, are they also independent when only one of them is conditioned on X?

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#probability #probability-theory #conditional-probability #causal-diagrams #causality
128
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conditioning on the source or target variables in d-separation?

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#bayesian-network #causal-diagrams
71
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Conditional Independence Relations for $X_1\leftarrow X\rightarrow X_2$

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#conditional-probability #independence #bayesian-network #causal-diagrams
691
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On the Derivation of Judea Pearl's Front-Door Adjustment Formula in The Book of Why

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#causal-diagrams #causality #do-calculus
256
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How to prove d-separation implies conditional independence?

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#bayesian-network #causality #causal-diagrams
68
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Interventional query without adjustment set

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#statistical-inference #causality #causal-diagrams #do-calculus
53
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Block Diagram - $x(t)$ and $y(t)$, but $y(t)$ does not exist, only $y'(t)$

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#laplace-transform #causal-diagrams
375
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Exact solution to Dirac delta perturbation for particle in a box

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#sequences-and-series #physics #mathematical-physics #perturbation-theory #causal-diagrams
32
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In a Bayesian network, does the removal of an edge ever remove existing conditional independences?

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#conditional-probability #bayesian-network #causal-diagrams

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