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In this paper the author presents some non-conventional thoughts on the complexity of the Universe and the algorithmic reproducibility of the human brain, essentially sparked off by the notion of algorithmic complexity. We must warn that…

历史与综述 · 数学 2007-05-23 Germano D'Abramo

This paper deals with the complexity of strings, which play an important role in biology (nucleotid sequences), information theory and computer science. The d-complexity of a string is defined as the number of its distinct d-substrings…

离散数学 · 计算机科学 2010-02-16 Zoltan Kasa

Algorithms which learn environments represented by automata in the past have had complexity scaling with the number of states in the automaton, which can be exponentially large even for automata recognizing regular expressions with a small…

形式语言与自动机理论 · 计算机科学 2024-05-13 Ali Cataltepe , Vanessa Kosoy

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

This paper is the extended version of On the Complexity of Infinite Advice Strings (ICALP 2018). We investigate a notion of comparison between infinite strings. In a general way, if M is a computation model (e.g. Turing machines) and C a…

形式语言与自动机理论 · 计算机科学 2018-07-19 Gaëtan Douéneau-Tabot

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

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

We introduce algorithmic information theory, also known as the theory of Kolmogorov complexity. We explain the main concepts of this quantitative approach to defining `information'. We discuss the extent to which Kolmogorov's and Shannon's…

信息论 · 计算机科学 2008-09-17 Peter D. Grunwald , Paul M. B. 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

In this master thesis we analyze the complexity of sorting a set of strings. It was shown that the complexity of sorting strings can be naturally expressed in terms of the prefix trie induced by the set of strings. The model of computation…

数据结构与算法 · 计算机科学 2014-08-26 Igor Stassiy

A new class of functions is presented. The structure of the algorithm, particularly the selection criteria (branching), is used to define the fundamental property of the new class. The most interesting property of the new functions is that…

计算复杂性 · 计算机科学 2020-02-25 Rade Vuckovac

Infinite words, also known as streams, hold significant interest in computer science and mathematics, raising the natural question of how their complexity should be measured. We introduce cellular automaton reducibility as a measure of…

形式语言与自动机理论 · 计算机科学 2026-01-30 Markel Zubia , Herman Geuvers

Some established and also novel techniques in the field of applications of algorithmic (Kolmogorov) complexity currently co-exist for the first time and are here reviewed, ranging from dominant ones such as statistical lossless compression…

信息论 · 计算机科学 2020-07-15 Hector Zenil

The avoidability, or unavoidability of patterns in words over finite alphabets has been studied extensively. A word (pattern) over a finite set is said to be unavoidable if, for all but finitely many words, there exists a morphism mapping…

形式语言与自动机理论 · 计算机科学 2019-07-16 Paul Sauer

We fully classify automatic sequences $a$ over a finite alphabet $\Omega$ with the property that each word over $\Omega$ appears is $a$ along an arithmetic progression. Using the terminology introduced by Avgustinovich, Fon-Der-Flaass and…

数论 · 数学 2024-02-08 Jakub Konieczny , Clemens Müllner

We describe an alternative method (to compression) that combines several theoretical and experimental results to numerically approximate the algorithmic (Kolmogorov-Chaitin) complexity of all $\sum_{n=1}^82^n$ bit strings up to 8 bits long,…

信息论 · 计算机科学 2015-03-18 Jean-Paul Delahaye , Hector Zenil

In this paper we prove Chaitin's ``heuristic principle'', {\it the theorems of a finitely-specified theory cannot be significantly more complex than the theory itself}, for an appropriate measure of complexity. We show that the measure is…

逻辑 · 数学 2007-05-23 Cristian S. Calude , Helmut Juergensen

One approach to confronting computational hardness is to try to understand the contribution of various parameters to the running time of algorithms and the complexity of computational tasks. Almost no computational tasks in real life are…

计算复杂性 · 计算机科学 2011-11-23 Rodney G. Downey , Dimitrios M. Thilikos

We relate the computational complexity of finite strings to universal representations of their underlying symmetries. First, Boolean functions are classified using the universal covering topologies of the circuits which enumerate them. A…

信息论 · 计算机科学 2011-09-20 John Scoville

We introduce a notion of complexity of diagrams (and in particular of objects and morphisms) in an arbitrary category, as well as a notion of complexity of functors between categories equipped with complexity functions. We discuss several…

范畴论 · 数学 2020-07-01 Saugata Basu , M. Umut Isik
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