Daniel_Burfoot comments on Shane Legg's Thesis: Machine Superintelligence, Opinions? - Less Wrong Discussion
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I think this paper, entitled "Region competition: Unifying snakes, region growing, and Bayes/MDL for multiband image segmentation" is indicative of the overall mindset. Even though the title explicitly mentions Bayes and MDL, the paper doesn't report any compression results - only segmentation results. Bayes/MDL are viewed as tricks to be used to achieve some other purpose, not as the fundamental principle justifying the research.