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Jan
13
comment Risk bounds for Gaussian regression
Thanks very much Xi'an! I will dig up the literature to understand it further. I am a little confused right now, but I also think I need to clarify the question further. I will get back after a little more study. Thanks again!
Jan
13
awarded  Student
Jan
13
comment Risk bounds for Gaussian regression
Yes, expected square loss or equivalently in the case of Gaussian regression, the negative logarithm of the prediction probability. I realized that the Maximum A-Posteriori(MAP) of the Bayesian posterior distribution on the estimator space, in the case of Gaussian regression, is the same as ridge regression (up to scaling). So in other words, I am looking for risk bounds for Ridge Regression. After some searching I found this stat.wharton.upenn.edu/~skakade/courses/stat991_mult/lectures/… Can I find a textbook or paper reference for this? Thanks!
Jan
13
awarded  Editor
Jan
13
revised Risk bounds for Gaussian regression
typo
Jan
12
asked Risk bounds for Gaussian regression