Universal Artificial Intelligence: Sequential Decisions based on Algorithmic Probability

E774591

Universal Artificial Intelligence: Sequential Decisions based on Algorithmic Probability is a foundational monograph by Marcus Hutter that rigorously develops a formal, mathematical theory of general artificial intelligence based on algorithmic information theory and optimal sequential decision-making.

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Statements (45)

Predicate Object
instanceOf book ⓘ
monograph ⓘ
aim provide a general mathematical theory of artificial intelligence ⓘ
author Marcus Hutter ⓘ
basedOn Solomonoff induction ⓘ
algorithmic probability ⓘ
expected reward maximization ⓘ
sequential decision theory ⓘ
characteristic foundational ⓘ
highly formal ⓘ
mathematically rigorous ⓘ
contribution analysis of optimal sequential decisions ⓘ
formal definition of universal intelligence ⓘ
formalization of AIXI agent ⓘ
integration of algorithmic information theory with decision theory ⓘ
rigorous mathematical framework for general AI ⓘ
describes AIXI as a theoretical optimal agent ⓘ
linked to: AIXI model

formal theory of general artificial intelligence ⓘ
universal reinforcement learning agent ⓘ
field algorithmic information theory ⓘ
artificial intelligence ⓘ
machine learning ⓘ
sequential decision theory ⓘ
influencedBy Andrey Kolmogorov ⓘ
linked to: Andrei Kolmogorov

Claude Shannon ⓘ
Ray Solomonoff ⓘ
sequential decision theory ⓘ
intendedAudience mathematically oriented AI practitioners ⓘ
researchers in artificial intelligence ⓘ
theoretical computer scientists ⓘ
language English ⓘ
proposes AIXI as a maximally intelligent agent in a computable environment class ⓘ
universal intelligence measure ⓘ
publisher Springer ⓘ
topic AIXI model ⓘ
Kolmogorov complexity ⓘ
Solomonoff induction ⓘ
algorithmic probability ⓘ
computability ⓘ
optimal decision theory ⓘ
rational agents ⓘ
reinforcement learning ⓘ
sequential decision making ⓘ
universal agents ⓘ
universal artificial intelligence ⓘ

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Referenced by (4)

Full triples — surface form annotated when it differs from this entity's canonical label.

Marcus Hutter → notableWork → Universal Artificial Intelligence: Sequential Decisions based on Algorithmic Probability ⓘ
Marcus Hutter → authorOf → Universal Artificial Intelligence: Sequential Decisions based on Algorithmic Probability ⓘ
AIXI → introducedInWork → Universal Artificial Intelligence: Sequential Decisions based on Algorithmic Probability ⓘ
subject linked to: AIXI model
Universal Artificial Intelligence: Sequential Decisions based on Algorithmic Probability → topic → universal artificial intelligence ⓘ
linked to: Universal Artificial Intelligence: Sequential Decisions based on Algorithmic Probability