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An Intuitive Explanation of Solomonoff Induction
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Outline
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Solution
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Formalized Science
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Solomonoff Induction
is the
Scientific Method
formalized into an algorithm.
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Make an observation: observation = binary sequence
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Form a hypothesis that explains the observation: use a
Universal Turing Machine
to find all possible hypotheses
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Conduct an experiment that will test the hypothesis: through observation of the data you may be able to eliminate hypotheses as not explanatory
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If hypothesis is disconfirmed, return to step 2. Otherwise, provisionally accept hypothesis: instead of accepting an individual hypothesis provisionally, we accept all explanatory hypotheses with their according probabilities.
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