Universal Artificial Intellegence Sequential Decisions Based on Algorithmic Probability /

• Main Author: Hutter, Marcus (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2005.
• Series: Texts in Theoretical Computer Science An EATCS Series,
• Subjects: Computer science.; Coding theory.; Computers.; Mathematical logic.; Mathematical statistics.; Artificial intelligence.; Computer Science.; Artificial Intelligence (incl. Robotics).; Coding and Information Theory.; Theory of Computation.; Mathematical Logic and Formal Languages.; Probability and Statistics in Computer Science.

Decision Theory = Probability + Utility Theory + + Universal Induction = Ockham + Bayes + Turing = = A Unified View of Artificial Intelligence This book presents sequential decision theory from a novel algorithmic information theory perspective. While the former is suited for active agents in known...

Table of Contents:

• Short Tour Through the Book
• Simplicity & Uncertainty
• Universal Sequence Prediction
• Agents in Known Probabilistics Environments
• The Universal Algorithmic Agent AIXI
• Important Environmental Classes
• Computational Aspects
• Discussion.