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Multiobjective evolutionary algorithms: a comparative case study and the strength Pareto approach
Article
Article
Eckart Zitzler; Lothar Thiele · IEEE Transactions on Evolutionary Computation · 1999
Evolutionary algorithms (EAs) are often well-suited for optimization problems involving several, often conflicting objectives. Since 1985, various evolutionary approaches to multiobjective optimization have been develope...
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Global and partial function approximation with evolutionary algorithms
Text / resource
Text / resource
Kavka, Carlos et al · SEDICI UNLP · 2001
We present an evolutionary algorithm that evolves a population of local approximators in order to fit an unknown function. The evolutionary algorithm performs a simultaneous learning of simple local approximators togethe...
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Open Access
On the possibility to design evolutionary algorithms with optimal equilibrium distribution : The case of simulated annealing
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Segura, Enrique Carlos · SEDICI UNLP · 2005
In this paper a thermodynamic approach is presented to the problem of convergence of evolutionary algorithms. The case of the Simulated Annealing algorithm for optimisation is considered as a simple evolution strategy wi...
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The role of different crossover methods when solving the open shop scheduling problem via a simple evolutionary approach
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Beraudo, Vanina et al · SEDICI UNLP · 2002
The Open Shop Scheduling Problem (OSSP) is one of the most interesting, complexes and not frequently approached scheduling problems. Due to its intractability with other techniques, in this work we present an evolutionar...
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Upgrading evolutionary algorithms through multiplicity for multiobjective optimization in job shop scheduling problems
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Esquivel, Susana Cecilia et al · SEDICI UNLP · 2001
In previous works the ability of CPS-MCPC (an evolutionary, co-operative, population search method with multiple crossovers per couple) to build well delineated Pareto fronts in diverse multiobjective optimization proble...
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Multirecombinated evolutionary algorithms to solve multiobjective job shop scheduling
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Esquivel, Susana Cecilia et al · SEDICI UNLP · 2000
Multiobjective optimization, also known as vector-valued criteria or multicriteria optimization, have long been used in many application areas where a problem involves multiple objectives, often conflicting, to be met or...
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Multi-PBil: an estimation distribution algorithm applied to multimodal optimization problems
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Barbosa Filho, Rubens · SEDICI UNLP · 2006
The Estimation Distribution Algorithms (EDAs) compose an evolutionary metaheuristic whose main characteristic is the construction of solutions in randomly form, using a distribution of probabilities that evolves during t...
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Multiple crossovers on multiple parents for the multiobjective flow shop problem
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Esquivel, Susana Cecilia et al · SEDICI UNLP · 2002
The Flow Shop Scheduling Problem have been tackled using different techniques which goes from mathematical techniques like Branch and Bound to metaheuristics like evolutionary algorithms (EAs). Although in the real worl...
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Deep learning in neural networks: An overview
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Jürgen Schmidhuber · Neural Networks · 2014
Subjects / keywords: Artificial intelligence; Deep learning; Computer science; Artificial neural network; Backpropagation; Reinforcement learning; Machine learning; Deep neural networks; Unsupervised learning; Recurrent neural network; Encod...
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Journal of Advanced Computational Intelligence and Intelligent Informatics
Article
Article
Fuji Technology Press Ltd.; Japan · ISSN 1343-0130
Subjects / keywords: computational intelligence, artificial intelligence, machine learning, computer applications, distributed intelligent systems, evolutionary computation; Science: Mathematics: Instruments and machines: Electronic computer...
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Applied Artificial Intelligence
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Article
Taylor & Francis Group; United Kingdom · ISSN 0883-9514
Subjects / keywords: artificial intelligence, machine learning, computer vision, computational intelligence, information engineering, evolutionary computation; Science: Mathematics: Instruments and machines: Electronic computers. Computer sc...
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Intelligent Systems with Applications
Article
Article
Elsevier; United Kingdom · ISSN 2667-3053
Subjects / keywords: intelligent systems, machine learning, neural computing, evolutionary computation, fuzzy systems, intelligent control and robotics; Science: Science (General): Cybernetics; Science: Mathematics: Instruments and machines:...
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Application of Phylogenetic Networks in Evolutionary Studies
Article
Article
Daniel H. Huson; David Bryant · Molecular Biology and Evolution · 2005
The evolutionary history of a set of taxa is usually represented by a phylogenetic tree, and this model has greatly facilitated the discussion and testing of hypotheses. However, it is well known that more complex evolut...
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MEGA2: molecular evolutionary genetics analysis software
Article
Article
Sudhir Kumar; Koichiro Tamura; Ingrid B. Jakobsen; Masatoshi Nei · Bioinformatics · 2001
UNLABELLED: We have developed a new software package, Molecular Evolutionary Genetics Analysis version 2 (MEGA2), for exploring and analyzing aligned DNA or protein sequences from an evolutionary perspective. MEGA2 vastl...
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MEGA7: Molecular Evolutionary Genetics Analysis Version 7.0 for Bigger Datasets
Article
Article
Sudhir Kumar; Glen Stecher; Koichiro Tamura · Molecular Biology and Evolution · 2016
We present the latest version of the Molecular Evolutionary Genetics Analysis (Mega) software, which contains many sophisticated methods and tools for phylogenomics and phylomedicine. In this major upgrade, Mega has been...
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Molecular Evolutionary Genetics
Book
Book
Masatoshi Nei · Columbia University Press eBooks · 1987
Subjects / keywords: Evolutionary biology; Human evolutionary genetics; Genetics; Biology; Molecular genetics; Computational biology; Genome; Gene
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IQ-TREE 2: New Models and Efficient Methods for Phylogenetic Inference in the Genomic Era
Article
Article
Bùi Quang Minh; Heiko A. Schmidt; Olga Chernomor; Dominik Schrempf; Michael D. Woodhams; Arndt von Haeseler; Robert Lanfear · Molecular Biology and Evolution · 2020
IQ-TREE (http://www.iqtree.org, last accessed February 6, 2020) is a user-friendly and widely used software package for phylogenetic inference using maximum likelihood. Since the release of version 1 in 2014, we have con...
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Intratumor Heterogeneity and Branched Evolution Revealed by Multiregion Sequencing
Article
Article
Marco Gerlinger; Andrew J. Rowan; Stuart Horswell; James Larkin; David Endesfelder; Eva Grönroos; Pierre Martinez; Nicholas Matthews · New England Journal of Medicine · 2012
BACKGROUND: Intratumor heterogeneity may foster tumor evolution and adaptation and hinder personalized-medicine strategies that depend on results from single tumor-biopsy samples. METHODS: To examine intratumor heterogen...
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Mathematical model for studying genetic variation in terms of restriction endonucleases.
Article
Article
M Nei; Wen‐Hsiung Li · Proceedings of the National Academy of Sciences · 1979
A mathematical model for the evolutionary change of restriction sites in mitochondrial DNA is developed. Formulas based on this model are presented for estimating the number of nucleotide substitutions between two popula...
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Versatile and open software for comparing large genomes
Article
Article
Stefan Kurtz; Adam M. Phillippy; Arthur L. Delcher; Michael Smoot; Martin Shumway; Corina Antonescu; Steven L. Salzberg · Genome biology · 2004
The newest version of MUMmer easily handles comparisons of large eukaryotic genomes at varying evolutionary distances, as demonstrated by applications to multiple genomes. Two new graphical viewing tools provide alternat...
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A genetic model for colorectal tumorigenesis
Text / resource
Text / resource
Eric R. Fearon; Bert Vogelstein · Cell · 1990
Subjects / keywords: Biology; Carcinogenesis; Colorectal cancer; Genetics; Computational biology; Evolutionary biology; Cancer research; Cancer
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A scaling normalization method for differential expression analysis of RNA-seq data
Article
Article
Mark D. Robinson; Alicia Oshlack · Genome biology · 2010
The fine detail provided by sequencing-based transcriptome surveys suggests that RNA-seq is likely to become the platform of choice for interrogating steady state RNA. In order to discover biologically important changes ...
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Biological identifications through DNA barcodes
Article
Article
Paul D. N. Hebert; Alina Cywinska; Shelley L. Ball; Jeremy R deWaard · Proceedings of the Royal Society B Biological Sciences · 2003
Although much biological research depends upon species diagnoses, taxonomic expertise is collapsing. We are convinced that the sole prospect for a sustainable identification capability lies in the construction of systems...
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Evolution of Protein Molecules
Chapter
Chapter
Thomas H. Jukes; Charles R. Cantor · Elsevier eBooks · 1969
Subjects / keywords: Computational biology; Evolutionary biology; Biology
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