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RomeoStevens comments on Beyond Statistics 101 - LessWrong
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Surprised by either. Just finding a structure of causality that was very unexpected. I agree the intuition could be built from other sources.
PCA doesn't tell much about causality though. It just gives you a "natural" coordinate system where the variables are not linearly correlated.
Right, one needs to use additional information to determine causality.