Download e-book for iPad: Algorithmic Learning in a Random World by Vladimir Vovk,Alex Gammerman,Glenn Shafer

By Vladimir Vovk,Alex Gammerman,Glenn Shafer

ISBN-10: 0387001522

ISBN-13: 9780387001524

ISBN-10: 1441934715

ISBN-13: 9781441934710

Algorithmic studying in a Random World describes fresh theoretical and experimental advancements in development computable approximations to Kolmogorov's algorithmic suggestion of randomness. in accordance with those approximations, a brand new set of computing device studying algorithms were built that may be used to make predictions and to estimate their self assurance and credibility in high-dimensional areas below the standard assumption that the information are self sufficient and identically disbursed (assumption of randomness). one other goal of this detailed monograph is to stipulate a few limits of predictions: The process in response to algorithmic thought of randomness enables the evidence of impossibility of prediction in convinced events. The publication describes how a number of vital desktop studying difficulties, comparable to density estimation in high-dimensional areas, can't be solved if the single assumption is randomness.

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Algorithmic Learning in a Random World by Vladimir Vovk,Alex Gammerman,Glenn Shafer


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Download e-book for iPad: Algorithmic Learning in a Random World by Vladimir Vovk,Alex Gammerman,Glenn Shafer
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