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1502Publicado 2016Tabla de Contenidos: “…Intro -- Evolutionary Computation in Gene Regulatory Network Research -- Contents -- Preface -- Acknowledgments -- Contributors -- I Preliminaries -- 1 A Brief Introduction to Evolutionary and other Nature-Inspired Algorithms -- 1.1 Introduction -- 1.2 Classes of Evolutionary Computation -- 1.2.1 Genetic Algorithms -- 1.2.2 Genetic Programming -- 1.2.3 Evolution Strategy -- 1.2.4 Differential Evolution -- 1.2.5 Swarm Intelligence -- 1.2.6 Multi-Objective EA's -- 1.3 Advantages/Disadvantages of Evolutionary Computation -- 1.4 Application Areas Of EC -- 1.5 Conclusion -- References -- 2 Mathematical Models and Computational Methods for Inference of Genetic Networks -- 2.1 Introduction -- 2.2 Boolean Networks -- 2.3 Probabilistic Boolean Network -- 2.4 Bayesian Network -- 2.5 Graphical Gaussian Modeling -- 2.6 Differential Equations -- 2.7 Time-Varying Network -- 2.8 Conclusion -- References -- 3 Gene Regulatory Networks: Real Data Sources and Their Analysis -- 3.1 Introduction -- 3.2 Biological Data Sources -- 3.2.1 Gene Expression Data -- 3.2.2 Protein-Protein Interaction Data -- 3.2.3 Protein-DNA Interaction Data -- 3.2.4 Gene Ontology -- 3.3 Topological Analysis of Gene Regulatory Networks -- 3.3.1 Node Degree -- 3.3.2 Neighborhood Connectivity -- 3.3.3 Shortest Paths -- 3.3.4 Reconstruction of Transcriptional Regulatory Network -- 3.4 GRN Inference by Integration of Multi-Source Biological Data -- 3.4.1 Gene Module Selection -- 3.4.2 Network Motif Discovery -- 3.4.3 Gene Regulatory Module Inference -- 3.5 Conclusions and Future Directions -- Acknowledgment -- References -- II EAs for Gene Expression Data Analysis and GRN Reconstruction -- 4 Biclustering Analysis of Gene Expression Data Using Evolutionary Algorithms -- 4.1 Introduction -- 4.2 Bicluster Analysis of Data -- 4.3 Biclustering Techniques -- 4.3.1 Distance-Based Techniques…”
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1503Publicado 2016Materias: “…Gener, Pompeyo,…”
Acceso restringido con credenciales UPSA
Libro electrónico -
1504Publicado 1977Materias: “…Genes…”
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1507Publicado 2018Materias: “…Genes…”
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1512Publicado 2008Materias:Libro electrónico
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1516Publicado 2016“…Therefore; this research topic comprises the whole process from genes to applications…”
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