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Universal Prediction of Selected Bits

Lattimore, Tor; Hutter, Marcus; Gavane , Vaibhav

Description

Many learning tasks can be viewed as sequence prediction problems. For example, online classification can be converted to sequence prediction with the sequence being pairs of input/target data and where the goal is to correctly predict the target data given input data and previous input/target pairs. Solomonoff induction is known to solve the general sequence prediction problem, but only if the entire sequence is sampled from a computable distribution. In the case of classification and...[Show more]

CollectionsANU Research Publications
Date published: 2011
Type: Conference paper
URI: http://hdl.handle.net/1885/37874
Source: Lecture Notes in Artificial Intelligence 6925
DOI: 10.1007/978-3-642-24412-4_22

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