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The notion of Kolmogorov complexity (=the minimal length of a program that generates some object) is often useful as a kind of language that allows us to reformulate some notions and therefore provide new intuition. In this survey we…

信息论 · 计算机科学 2011-03-01 Alexander Shen

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

The Kolmogorov complexity of x, denoted C(x), is the length of the shortest program that generates x. For such a simple definition, Kolmogorov complexity has a rich and deep theory, as well as applications to a wide variety of topics…

计算复杂性 · 计算机科学 2017-02-17 Stephen Fenner , Lance Fortnow

Kolmogorov complexity measures the algorithmic complexity of a finite binary string $\sigma$ in terms of the length of the shortest description $\sigma^*$ of $\sigma$. Traditionally, the length of a string is taken to measure the amount of…

计算复杂性 · 计算机科学 2019-06-14 Cameron Fraize , Christopher P. Porter

It is impossible to effectively modify a string in order to increase its Kolmogorov complexity. But is it possible to construct a few strings, not longer than the input string, so that most of them have larger complexity? We show that the…

计算复杂性 · 计算机科学 2017-02-07 Marius Zimand

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

Kolmogorov complexity is the length of the ultimately compressed version of a file (that is, anything which can be put in a computer). Formally, it is the length of a shortest program from which the file can be reconstructed. We discuss the…

信息论 · 计算机科学 2020-04-22 Paul Vitanyi

Given a reference computer, Kolmogorov complexity is a well defined function on all binary strings. In the standard approach, however, only the asymptotic properties of such functions are considered because they do not depend on the…

机器学习 · 计算机科学 2007-05-23 Andrei N. Soklakov

The minimal Kolmogorov complexity of a total computable function that exceeds everywhere all total computable functions of complexity at most $n$, is $2^{n+O(1)}$. If we replace "everywhere" by "for all sufficiently large inputs", the…

逻辑 · 数学 2020-12-29 Alexander Shen

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

The Kolmogorov complexity of a string is the length of its shortest description. We define a second quantised Kolmogorov complexity where the length of a description is defined to be the average length of its superposition. We discuss this…

量子物理 · 物理学 2008-09-17 Caroline Rogers , Vlatko Vedral , Rajagopal Nagarajan

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

Although information content is invariant up to an additive constant, the range of possible additive constants applicable to programming languages is so large that in practice it plays a major role in the actual evaluation of K(s), the…

信息论 · 计算机科学 2010-06-03 Jean-Paul Delahaye , Hector Zenil

The even online Kolmogorov complexity of a string $x = x_1 x_2 \cdots x_{n}$ is the minimal length of a program that for all $i\le n/2$, on input $x_1x_3 \cdots x_{2i-1}$ outputs $x_{2i}$. The odd complexity is defined similarly. The sum of…

计算复杂性 · 计算机科学 2025-07-15 Bruno Bauwens , Maria Marchenko

In 1974 Kolmogorov proposed a non-probabilistic approach to statistics and model selection. Let data be finite binary strings and models be finite sets of binary strings. Consider model classes consisting of models of given maximal…

计算复杂性 · 计算机科学 2007-05-23 Nikolai Vereshchagin , Paul Vitanyi

The Kolmogorov complexity of the word w is equal to the length of the shortest concatenation of program Z and its input x with which the word w is computed by the universal turing machine U. The question introduced in this paper is the…

计算复杂性 · 计算机科学 2009-09-07 Norbert Bátfai

Is it possible to find a shortest description for a binary string? The well-known answer is "no, Kolmogorov complexity is not computable." Faced with this barrier, one might instead seek a short list of candidates which includes a laconic…

计算复杂性 · 计算机科学 2014-02-14 Jason Teutsch

Depth of an object concerns a tradeoff between computation time and excess of program length over the shortest program length required to obtain the object. It gives an unconditional lower bound on the computation time from a given program…

计算复杂性 · 计算机科学 2008-09-16 Luis Antunes , Armando Matos , Andre Souto , Paul Vitanyi

In this paper, we revisit a central concept in Kolmogorov complexity in which one would equate program-size complexity with information content. Despite the fact that Kolmogorov complexity has been widely accepted as an objective measure of…

信息论 · 计算机科学 2017-10-19 Fouad B. Chedid

We introduce a notion of Kolmogorov complexity of unitary transformation, which can (roughly) be understood as the least possible amount of information required to fully describe and reconstruct a given finite unitary transformation. In the…

量子物理 · 物理学 2022-01-20 Alexei Kaltchenko
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