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Titlebook: Algorithmic Probability and Friends. Bayesian Prediction and Artificial Intelligence; Papers from the Ray David L. Dowe Book 2013 Springer

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Ray Solomonoff and the New Probabilityk part in the major events during this unique era right up to his death in 2009. His invention in 1960 of Algorithmic Probability, with its multiple descriptions of data, led to better ways of handling data and prediction for machine learning. The theorems that are part of his discovery lie at the h
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Universal Heuristics: How Do Humans Solve “Unsolvable” Problems?ble functions. Still other problems, such as extrapolation, are related to this form. We have no idea which difficulties are intrinsic to these problems and which just reflect our ignorance. We will remain puzzled pending major foundational advances such as, e.g., on P=?NP..And yet, traveling salesm
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The Semimeasure Property of Algorithmic Probability – “Feature” or “Bug”?ext symbol? Ray Solomonoff’s theory of inductive reasoning rests on the idea that a useful estimate of a sequence’s true probability of being outputted by the unknown process is provided by its . (its probability of being outputted by a species of probabilistic Turing machine). However algorithmic p
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Algorithmic Simplicity and Relevanceaximum simplicity. We suggest here that higher cognitive processes, such as the selection of relevant situations, are sensitive to . of complexity. Situations are . to human beings when they appear . to .. This definition offers a predictive (. falsifiable) model for the selection of situations wort
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