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AI Triage in Primary Care: Building Safer and More Equitable Real-World Evidence.
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Algorithmic Information Theory
SpringerBriefs in Mathematical Physics, 2019In this chapter, we review the basic framework of algorithmic information theory to the extent necessary to read the rest of the book.
K. Tadaki
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Algorithmic Information Theory
Cambridge tracts in theoretical computer science, 1987Chaitin, the inventor of algorithmic information theory, presents in this book the strongest possible version of Gödel's incompleteness theorem, using an information theoretic approach based on the size of computer programs. One half of the book is concerned with studying the halting probability of a universal computer if its program is chosen by ...
G. Chaitin
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Algorithmic Information Theory and Foundations of Probability
The question how and why mathematical probability theory can be applied to the "real world" has been debated for centuries. We try to survey the role of algorithmic information theory (Kolmogorov complexity) in this debate.
A. Shen
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ALGORITHMIC INFORMATION THEORY
IBM Journal of Research and Development, 1977G. Chaitin
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Bridging Algorithmic Information Theory and Machine Learning: A New Approach to Kernel Learning
Physica A: Statistical Mechanics and its Applications, 2023Machine Learning (ML) and Algorithmic Information Theory (AIT) look at Complexity from different points of view. We explore the interface between AIT and Kernel Methods (that are prevalent in ML) by adopting an AIT perspective on the problem of learning ...
B. Hamzi, Marcus Hutter, H. Owhadi
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Algorithmic Information Theory for Physicists and Natural Scientists
, 2020This book has been written in the hope that readers will be able to absorb the key ideas behind algorithmic information theory so that they are in a better position to access the mathematical developments and to apply the ideas to their own areas of ...
S. Devine
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Game Arguments in Computability Theory and Algorithmic Information Theory
Conference on Computability in Europe, 2012We provide some examples showing how game-theoretic arguments can be used in computability theory and algorithmic information theory: unique numbering theorem (Friedberg), the gap between conditional complexity and total conditional complexity, Epstein ...
A. Shen
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Algorithmic Information Theory
1993Algorithmic information theory uses the notion of algorithm to measure the amount of information in a finite object. The corresponding definition was suggested in 1960s by Ray Solomonoff, Andrei Kolmogorov, Gregory Chaitin and others: the amount of information in a finite object, or its complexity, was defined as the minimal length of a program that ...
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