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timtyler comments on Information theory and the symmetry of updating beliefs - Less Wrong
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It would be interesting to know if they have any particular justification for picking the natural logarithm or if it was simply a matter of using what first came to mind. Other likely candidates seem to be:
Roll on the log odds standardisation effort - by the sound of it!