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Model Growth

The algorithmic method of inductive inference that Ray Solomonoff proposes in (Solomonoff, 1964) is not interactive. Marcus Hutter defines how to add interactivity to the inductive method based on… Expand

Universal Intelligence: A Definition of Machine Intelligence

- S. Legg, Marcus Hutter
- Computer Science
- Minds and Machines
- 1 December 2007

A fundamental problem in artificial intelligence is that nobody really knows what intelligence is. The problem is especially acute when we need to consider artificial systems which are significantly… Expand

A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data

- Ke Zhang, Marcus Hutter, Huidong Jin
- Computer Science, Mathematics
- PAKDD
- 18 March 2009

Detecting outliers which are grossly different from or inconsistent with the remaining dataset is a major challenge in real-world KDD applications. Existing outlier detection methods are ineffective… Expand

Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability (Texts in Theoretical Computer Science. An EATCS Series)

- Marcus Hutter
- Computer Science
- 17 January 2006

Universal Artificial Intellegence - Sequential Decisions Based on Algorithmic Probability

- Marcus Hutter
- Computer Science
- Texts in Theoretical Computer Science. An EATCS…
- 2005

In undergoing this life, many people always try to do and get the best. New knowledge, experience, lesson, and everything that can improve the life will be done. However, many people sometimes feel… Expand

Universal Artificial Intellegence - Sequential Decisions Based on Algorithmic Probability

- Marcus Hutter
- Computer Science
- Texts in Theoretical Computer Science. An EATCS…
- 2004

universal artificial intelligence sequential decisions towards a universal theory of artificial intelligence universal artificial intelligence sequential decisions towards a universal theory of… Expand

A Collection of Definitions of Intelligence

- S. Legg, Marcus Hutter
- Computer Science
- AGI
- 7 June 2007

This chapter is a survey of a large number of informal definitions of “intelligence” that the authors have collected over the years. Naturally, compiling a complete list would be impossible as many… Expand

PAC Bounds for Discounted MDPs

- Tor Lattimore, Marcus Hutter
- Computer Science, Mathematics
- ALT
- 17 February 2012

We study upper and lower bounds on the sample-complexity of learning near-optimal behaviour in finite-state discounted Markov Decision Processes (mdps). We prove a new bound for a modified version of… Expand

Algorithmic information theory

- Marcus Hutter
- Computer Science, Mathematics
- Scholarpedia
- 6 March 2007

This article is a brief guide to the field of algorithmic information theory (AIT), its underlying philosophy, and the most important concepts. AIT arises by mixing information theory and computation… Expand

A Monte-Carlo AIXI Approximation

- J. Veness, K. S. Ng, Marcus Hutter, William T. B. Uther, D. Silver
- Computer Science, Mathematics
- J. Artif. Intell. Res.
- 4 September 2009

This paper introduces a principled approach for the design of a scalable general reinforcement learning agent. Our approach is based on a direct approximation of AIXI, a Bayesian optimality notion… Expand

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