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The information in an individual finite object (like a binary string) is commonly measured by its Kolmogorov complexity. One can divide that information into two parts: the information accounting for the useful regularity present in the…

计算复杂性 · 计算机科学 2007-05-23 Paul Vitanyi

While Kolmogorov complexity is the accepted absolute measure of information content of an individual finite object, a similarly absolute notion is needed for the relation between an individual data sample and an individual model summarizing…

统计理论 · 数学 2007-07-16 Peter Gacs , John Tromp , Paul Vitanyi

A general notion of information-related complexity applicable to both natural and man-made systems is proposed. The overall approach is to explicitly consider a rational agent performing a certain task with a quantifiable degree of success.…

数据分析、统计与概率 · 物理学 2013-01-18 Eugene Perevalov , David Grace

Effective complexity measures the information content of the regularities of an object. It has been introduced by M. Gell-Mann and S. Lloyd to avoid some of the disadvantages of Kolmogorov complexity, also known as algorithmic information…

信息论 · 计算机科学 2010-11-22 Nihat Ay , Markus Mueller , Arleta Szkola

In this paper we give a definition for the Kolmogorov complexity of a pure quantum state. In classical information theory the algorithmic complexity of a string is a measure of the information needed by a universal machine to reproduce the…

量子物理 · 物理学 2007-05-23 C. Mora , H. J. Briegel

The mission of statistics is to provide adequate statistical hypotheses (models) for observed data. But what is an "adequate" model? To answer this question, one needs to use the notions of algorithmic information theory. It turns out that…

信息论 · 计算机科学 2015-04-28 Nikolay Vereshchagin , Alexander Shen

We develop a general formalism for representing and understanding structure in complex systems. In our view, structure is the totality of relationships among a system's components, and these relationships can be quantified using information…

统计力学 · 物理学 2014-09-17 Benjamin Allen , Blake C. Stacey , Yaneer Bar-Yam

In this paper we give a definition for quantum Kolmogorov complexity. In the classical setting, the Kolmogorov complexity of a string is the length of the shortest program that can produce this string as its output. It is a measure of the…

量子物理 · 物理学 2007-05-23 Andre Berthiaume , Wim van Dam , Sophie Laplante

The paper gives estimations for the sizes of the the following sets: (1) the set of strings that have a given dependency with a fixed string, (2) the set of strings that are pairwise \alpha independent, (3) the set of strings that are…

计算复杂性 · 计算机科学 2015-05-19 Marius Zimand

Truth refers to the satisfaction relation used to define the semantics of model-theoretic languages. The satisfaction relation for first order languages (truth classification), and the preservation of truth by first order interpretations…

计算机科学中的逻辑 · 计算机科学 2024-04-24 Robert E. Kent

In mathematics information is a number that measures uncertainty (entropy) based on a probabilistic distribution, often of an obscure origin. In real life language information is a datum, a statement, more precisely, a formula. But such a…

人工智能 · 计算机科学 2022-05-17 Anatol Slissenko

The word "complexity" is most often used as a meta--linguistic expression referring to certain intuitive characteristics of a natural system and/or its scientific description. These characteristics may include: sheer amount of data that…

历史与综述 · 数学 2013-01-03 Yuri I. Manin

We present an impossibility result, called a theorem about facts and words, which pertains to a general communication system. The theorem states that the number of distinct words used in a finite text is roughly greater than the number of…

信息论 · 计算机科学 2022-11-03 Łukasz Dębowski

Kolmogorov complexity theory is used to tell what the algorithmic informational content of a string is. It is defined as the length of the shortest program that describes the string. We present a programming language that can be used to…

范畴论 · 数学 2013-06-13 Noson S. Yanofsky

Integrated information theory is a mathematical, quantifiable theory of conscious experience. The linchpin of this theory, the $\phi$ measure, quantifies a system's irreducibility to disjoint parts. Purely as a measure of irreducibility, we…

信息论 · 计算机科学 2014-10-10 Virgil Griffith

Information distance can be defined not only between two strings but also in a finite multiset of strings of cardinality greater than two. We give an elementary proof for expressing the information distance in terms of plain Kolmogorov…

信息论 · 计算机科学 2019-08-29 P. M. B. Vitanyi

We propose an operational, quantitative definition of intelligence for arbitrary physical systems. The intelligence density of a system is the ratio of the logarithm of its independent outputs to its total description length. A system…

人工智能 · 计算机科学 2026-04-29 Kang-Sin Choi

There is no single definition of complexity (Edmonds 1999; Gershenson 2008; Mitchell 2009; De Domenico, et al., 2019), as it acquires different meanings in different contexts. A general notion is the amount of information required to…

适应与自组织系统 · 物理学 2021-02-26 Carlos Gershenson

In analogy of classical Kolmogorov complexity we develop a theory of the algorithmic information in bits contained in any one of continuously many pure quantum states: quantum Kolmogorov complexity. Classical Kolmogorov complexity coincides…

量子物理 · 物理学 2007-05-23 Paul Vitanyi

Tarski's semantic definition of truth is the composition of its extensional and intensional aspects. Abstract satisfaction, the core of the semantic definition of truth, is the basis for the theory of institutions (Goguen and Burstall). The…

计算机科学中的逻辑 · 计算机科学 2018-11-07 Robert E. Kent
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