M
Marcus Hutter
Researcher at Australian National University
Publications - 363
Citations - 8277
Marcus Hutter is an academic researcher from Australian National University. The author has contributed to research in topics: Reinforcement learning & Solomonoff's theory of inductive inference. The author has an hindex of 39, co-authored 363 publications receiving 7541 citations. Previous affiliations of Marcus Hutter include Google & NICTA.
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BookDOI
Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability
TL;DR: UAI is an increasingly well-studied foundational theory for artificial intelligence, based on ancient principles in the philosophy of science and modern developments in information and probability theory, that provides a theoretically optimal agent AIXI and principled ideas for constructing practical autonomous agents.
Journal ArticleDOI
Universal Intelligence: A Definition of Machine Intelligence
Shane Legg,Marcus Hutter +1 more
TL;DR: A number of well known informal definitions of human intelligence are taken, and mathematically formalised to produce a general measure of intelligence for arbitrary machines that formally captures the concept of machine intelligence in the broadest reasonable sense.
Book ChapterDOI
A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data
TL;DR: A novel Local Distance-based Outlier Factor (LDOF) to measure the outlier-ness of objects in scattered datasets which is less sensitive to parameter values and compares favorably to classical KNN and LOF based outlier detection.
Posted Content
Universal Intelligence: A Definition of Machine Intelligence
Shane Legg,Marcus Hutter +1 more
TL;DR: In this paper, the authors take a number of well known informal definitions of human intelligence and extract their essential features, which are then mathematically formalised to produce a general measure of intelligence for arbitrary machines, and show how this formal definition is related to the theory of universal optimal learning agents.
Posted Content
A Collection of Definitions of Intelligence
Shane Legg,Marcus Hutter +1 more
TL;DR: A survey of informal definitions of intelligence can be found in this article, where the authors present the largest and most well-known collection there is, to the best of their knowledge.