Spent the long weekend writing on the line-fitting and reading on Bayesian methods. The defense of Bayesian relative to sampling theory or frequentism in the MacKay book is far better than that in the Jaynes book, because MacKay uses much better frequentist examples, cites specific sources for the frequentist solutions he gives, and tries to find some common ground. He points out (and I agree) that frequentist p-values and chi-squared tests are very good for discovering problems.
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