Title Computational intelligence methods for bioinformatics and biostatistics : 8th International Meeting, CIBB 2011, Gargnano del Garda, Italy, June 30-July 2, 2011, revised selected papers / Elia Biganzoli [and others] (eds.)

Published Berlin ; New York : Springer, ©2012

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Description 1 online resource (xv, 270 pages) : illustrations Series Lecture notes in computer science, 0302-9743 ; 7548. Lecture notes in bioinformatics LNCS sublibrary. SL 8, Bioinformatics Lecture notes in computer science ; 7548. 0302-9743 Lecture notes in computer science. Lecture notes in bioinformatics. LNCS sublibrary. SL 8, Bioinformatics. Contents Title ; Preface; Special Guest Message for the 150th Anniversary of Italian Unification ; Organization; Table of Contents; Invited Lectures; Modelling the Effect of Genes on the Dynamics of Probabilistic Spiking Neural Networks for Computational Neurogenetic Modelling ; Introduction; Probabilistic Neural Models; Modelling the Effect of Gene Dynamics on the Spiking Dynamics of a pSNN for a pCNGM; Conclusion and Further Research; References Biostatistics Meets Bioinformatics in Integrating Information from Highdimensional Heterogeneous Genomic Data: Two Examples from Rare Genetic Diseases and Infectious Diseases Introduction; Statistics and Bioinformatics in Gene Therapy Frameworks ; Statistics and Bioinformatics in High Incidence Infectious Diseases: An Application to Mycobacterium Tubercolosis; Methods; sRNA Candidates Definition ; Candidates sRNA Encoding Region; Final Comments; References; Statistical Learning; Bayesian Models for the Multi-sample Time-Course Microarray Experiments ; Introduction Statistical Modeling, Estimation and Classification of Gene Expression ProfilesThe Data Structure ; Modeling the Gene Expression Profiles; Modeling the Errors; Estimation of Gene-Dependent Parameters ; Identification and Classification of Genes; Evaluation of Class Probabilities; Identification and Classification of Differentially Expressed Genes; Estimation of Gene Expression Profiles; Estimation of Global Parameters and Prior Hyperparameters; Algorithm; Simulations Results and Discussion; References; A Machine Learning Pipeline for Discriminant Pathways Identification ; Introduction MethodsThe Pipeline; Experimental Setup for the Examples; Data Description; Results; Air Pollution Experiment; Parkinson Disease Experiment; Conclusions; References; Discovering Hidden Pathways in Bioinformatics; Introduction; Materials and Methods; Data; Existing Methods; Proposed Method; Experimental Results; Discussion and Conclusions; References; Genomics; Reliability of miRNA Microarray Platforms: An Approach Based on Random Effects Linear Models ; Introduction; Materials and Methods; Results; Experimental Data Description; Model Estimation; Validation; Discussion; Conclusions Summary This book constitutes the thoroughly refereed post-proceedings of the 8th International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics, CIBB 2011, held in Gargnano del Garda, Italy, in June/July 2011. The 19 papers, presented together with 2 keynote speeches, were carefully reviewed and selected from 24 submissions. The papers are organized in topical sections on statistical learning, genomics, computational intelligence for health at the edge, proteomics, intelligent clinical decision support systems (i-CDSS), bioinformatics, and data clustering Analysis Computer science Computer software Database management Artificial intelligence Bioinformatics Computation by Abstract Devices Algorithm Analysis and Problem Complexity computerwetenschappen computer sciences patroonherkenning pattern recognition algoritmen algorithms computeranalyse computer analysis kunstmatige intelligentie computational science databasebeheer Information and Communication Technology (General) Informatie- en communicatietechnologie (algemeen) Bibliography Includes bibliographical references and author index Subject Bioinformatics -- Congresses Biometry -- Congresses Computational intelligence -- Congresses Informatique. Bioinformatics Biometry Computational intelligence Genre/Form Conference papers and proceedings Software. Form Electronic book Author Biganzoli, Elia ISBN 9783642356865 3642356869

Other Titles CIBB 2011

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