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Principles of Solomonoff Induction and AIXI

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Date

2011-11

Authors

Sunehag, Peter
Hutter, Marcus

Journal Title

Journal ISSN

Volume Title

Publisher

Springer Verlag

Abstract

We identify principles characterizing Solomonoff Induction by demands on an agent’s external behaviour. Key concepts are rationality, computability, indifference and time consistency. Furthermore, we discuss extensions to the full AI case to derive AIXI.

Description

Keywords

computability, representation, rationality, Solomonoff induction

Citation

URI

http://hdl.handle.net/1885/14808

Collections

Open Access Research

Source

Type

Conference paper

Book Title

Algorithmic probability and friends : Bayesian prediction and artificial intelligence, papers from the Ray Solomonoff 85th memorial conference, Melbourne, Vic, Australia, November 30 - December 2, 2011

Entity type

Access Statement

License Rights

DOI

10.1007/978-3-642-44958-1_30

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Sunehag and Hutter Principles of Solomonoff Induction 2011.pdf (117.6 KB)

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