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Causal inference,mechanisms,and the Semmelweis case
methodology causal inference numerical tables mechanisms animal experiments
2016/6/15
Semmelweis's discovery of the cause of puerperal fever around the middle of the 19th century counts among the paradigm cases of scientific discovery. For several decades, philosophers of science have ...
An Epistemology of Causal Inference from Experiment
causation experiment Gasparo Berti water barometer vacuum
2016/5/31
The manipulationist account of causation provides a conceptual analysis of cause-effect relationships in terms of hypothetical experiments. It also explains why and how experiments are used for the em...
The literature on causal discovery has focused on interventions that involve randomly assigning values to a single variable. But such a randomized intervention is not the only possibility, nor is it a...
Detection of Unfaithfulness and Robust Causal Inference
Robust Causal Detection of Unfaithfulness
2008/4/11
Many algorithms proposed in the machine learning community for inferring causality from data are grounded on two assumptions, known as the Causal Markov Condition and the Causal Faithfulness Condition...
Causal Inference in Quantum Mechanics: A Reassessment
quantum mechanics EPR correlations principle of common cause
2008/4/10
There has been an intense discussion, albeit largely an implicit one, concerning the inference of causal hypotheses from statistical correlations in quantum mechanics ever since John Bell’s first stat...