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The present and future of evolutionary algorithms depends on the proper use of modern parallel and distributed computing infrastructures. Although still sequential approaches dominate the landscape, available multi-core, many-core and…

神经与进化计算 · 计算机科学 2021-03-02 Francisco Fernández de Vega , Gustavo Olague , Francisco Chávez , Daniel Lanza , Wolfgang Banzhaf , Erik Goodman

We study the evolution of artificial learning systems by means of selection. Genetic programming is used to generate a sequence of populations of algorithms which can be used by neural networks for supervised learning of a rule that…

生物物理 · 物理学 2009-11-07 Juan Pablo Neirotti , Nestor Caticha

It is not obvious what fraction of all the potential information residing in the molecules and structures of living systems is significant or meaningful to the system. Sets of random sequences or identically repeated sequences, for example,…

信息论 · 计算机科学 2008-01-28 David J. Galas , Matti Nykter , Gregory W. Carter , Nathan D. Price , Ilya Shmulevich

Both evolution and ecology have long been concerned with the impact of variable environmental conditions on observed levels of genetic diversity within and between species. We model the evolution of a quantitative trait under selection that…

种群与进化 · 定量生物学 2014-11-17 Hannes Svardal , Claus Rueffler , Joachim Hermisson

Ecological networks such as plant-pollinator systems and food webs vary in space and time. This variability includes fluctuations in global network properties such as total number and intensity of interactions but also in the local…

定量方法 · 定量生物学 2022-12-23 Tancredi Caruso , Giulio Virginio Clemente , Matthias C Rillig , Diego Garlaschelli

The evolution of complexity has been a central theme for Biology [2] and Artificial Life research [1]. It is generally agreed that complexity has increased in our universe, giving way to life, multi-cellularity, societies, and systems of…

种群与进化 · 定量生物学 2011-09-06 Carlos Gershenson , Tom Lenaerts

With a view to connecting random mutation on the molecular level to punctuated equilibrium behavior on the phenotype level, we propose a new model for biological evolution, which incorporates random mutation and natural selection. In this…

凝聚态物理 · 物理学 2009-10-28 M. Y. Choi , H. Y. Lee , D. Kim , S. H. Park

This is a paper in the intersection of time series analysis and complexity theory that presents new results on permutation complexity in general and permutation entropy in particular. In this context, permutation complexity refers to the…

信息论 · 计算机科学 2021-11-08 J. M. Amigó , R. Dale , P. Tempesta

We compared entropy for texts written in natural languages (English, Spanish) and artificial languages (computer software) based on a simple expression for the entropy as a function of message length and specific word diversity. Code text…

计算与语言 · 计算机科学 2015-12-03 Gerardo Febres , Klaus Jaffe , Carlos Gershenson

Concepts used in the scientific study of complex systems have become so widespread that their use and abuse has led to ambiguity and confusion in their meaning. In this paper we use information theory to provide abstract and concise…

信息论 · 计算机科学 2012-11-16 Carlos Gershenson , Nelson Fernandez

We propose to examine the predictability and the complexity characteristics of the Standard&Poor500 dynamics behaviors in a coarse-grained way using the symbolic dynamics method and under the prism of the Information theory through the…

统计金融 · 定量金融 2021-05-11 Geoffrey Ducournau

Entropy always increases monotonically in a closed system but complexity increases at first and then decreases as equilibrium is approached. Commonsense information-related definitions for entropy and complexity demonstrate that complexity…

物理与社会 · 物理学 2025-03-26 Theodore Modis

Complexity measures are essential to understand complex systems and there are numerous definitions to analyze one-dimensional data. However, extensions of these approaches to two or higher-dimensional data, such as images, are much less…

数据分析、统计与概率 · 物理学 2012-12-27 H. V. Ribeiro , L. Zunino , E. K. Lenzi , P. A. Santoro , R. S. Mendes

The concept of fitness as a measure for a species's success in natural selection is central to the theory of evolution. We here investigate how reproduction rates which are not constant but vary in response to environmental fluctuations,…

种群与进化 · 定量生物学 2015-10-21 Anna Melbinger , Massimo Vergassola

In this paper we present a novel tool to evaluate problem solving systems. Instead of using a system to solve a problem, we suggest using the problem to evaluate the system. By finding a numerical representation of a problem's complexity,…

神经与进化计算 · 计算机科学 2007-05-23 Goren Gordon , Uri Einziger-Lowicz

The role of the selection pressure and mutation amplitude on the behavior of a single-species population evolving on a two-dimensional lattice, in a periodically changing environment, is studied both analytically and numerically. The…

种群与进化 · 定量生物学 2009-11-13 Ioana Bena , Michel Droz , Janusz Szwabinski , Andrzej Pekalski

The genetic algorithm is an optimization procedure motivated by biological evolution and is successfully applied to optimization problems in different areas. A statistical mechanics model for its dynamics is proposed based on the…

统计力学 · 物理学 2009-10-31 Stefan Bornholdt

We propose a fitness measure quantifying multi-scale complexity for cellular automaton states, using compressibility as a proxy for complexity. The use of compressibility is grounded in the concept of Kolmogorov complexity, which defines…

神经与进化计算 · 计算机科学 2024-08-14 Tadashi Adachi , Solvi Arnold , Takafumi Mochizuki , Kimitoshi Yamazaki

Changes in a cell's external or internal conditions are usually reflected in the concentrations of the relevant transcription factors. These proteins in turn modulate the expression levels of the genes under their control and sometimes need…

分子网络 · 定量生物学 2013-08-01 Gasper Tkacik , Curtis G Callan , William Bialek

There is a pressing need to better understand how microbial populations respond to antimicrobial drugs, and to find mechanisms to possibly eradicate antimicrobial-resistant cells. The inactivation of antimicrobials by resistant microbes can…

种群与进化 · 定量生物学 2023-11-16 Lluís Hernández-Navarro , Matthew Asker , Alastair M. Rucklidge , Mauro Mobilia