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Aug 11, 2011 at 2:25 comment added Muhammad Alkarouri As a ML practitioner, I don't recognise the picture you are painting. The ML literature is almost all about variations of regularisation, MDL, Bayesian, SRM and other approaches of controlling the complexity of the model. From where I sit, it seems that stat's methods of controlling complexity are less structured, but that is bias for you.
May 29, 2011 at 16:03 comment added probabilityislogic your comment about The "best" model will be choisen by the ML practitioner... applies equally well to mainstream statistics as well. For in most model selection procedures, one simply conditions on the final model as if no search of the model space had been done (given that model averaging is fairly new). So I don't think you can use that as a "club" to beat the ML practitioner with, so to speak.
Aug 9, 2010 at 13:56 history edited Thylacoleo CC BY-SA 2.5
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Aug 9, 2010 at 13:51 history answered Thylacoleo CC BY-SA 2.5