Computational Intelligence in Bioinformatics [electronic resource] / edited by Arpad Kelemen, Ajith Abraham, Yuehui Chen.

By: Kelemen, Arpad [editor.]Contributor(s): Abraham, Ajith [editor.] | Chen, Yuehui [editor.] | SpringerLink (Online service)Material type: TextTextLanguage: English Series: Studies in Computational Intelligence: 94Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg, 2008Description: XVI, 326 p. online resourceContent type: text Media type: computer Carrier type: online resourceISBN: 9783540768036Subject(s): Engineering | Artificial intelligence | Bioinformatics | Engineering mathematics | Engineering | Appl.Mathematics/Computational Methods of Engineering | Artificial Intelligence (incl. Robotics) | BioinformaticsAdditional physical formats: Printed edition:: No titleDDC classification: 519 LOC classification: TA329-348TA640-643Online resources: Click here to access online
Contents:
Computational Intelligence Algorithms and DNA Microarrays -- Inferring Gene Regulatory Networks from Expression Data -- Belief Networks for Bioinformatics -- Swarm Intelligence Algorithms in Bioinformatics -- Time Course Gene Expression Classification with Time Lagged Recurrent Neural Network -- Tree-Based Algorithms for Protein Classification -- Covariance-Model-Based RNA Gene Finding: Using Dynamic Programming versus Evolutionary Computing -- Fuzzy Classification for Gene Expression Data Analysis -- Towards the Enhancement of Gene Selection Performance -- Saccharomyces pombe and Saccharomyces cerevisiae Gene Regulatory Network Inference Using the Fuzzy Logic Network -- Multivariate Regression Applied to Gene Expression Dynamics -- The Amine System Project: Systems Biology in Practice -- DNA Encoding Methods in the Field of DNA Computing.
In: Springer eBooksSummary: Bioinformatics involve the creation and advancement of algorithms using techniques including computational intelligence, applied mathematics and statistics, informatics, and biochemistry to solve biological problems usually on the molecular level. Major research efforts in the field include sequence analysis, gene finding, genome annotation, protein structure alignment analysis and prediction, prediction of gene expression, protein-protein docking/interactions, and the modeling of evolution. This book deals with the application of computational intelligence in bioinformatics. Addressing the various issues of bioinformatics using different computational intelligence approaches is the novelty of this edited volume.
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Computational Intelligence Algorithms and DNA Microarrays -- Inferring Gene Regulatory Networks from Expression Data -- Belief Networks for Bioinformatics -- Swarm Intelligence Algorithms in Bioinformatics -- Time Course Gene Expression Classification with Time Lagged Recurrent Neural Network -- Tree-Based Algorithms for Protein Classification -- Covariance-Model-Based RNA Gene Finding: Using Dynamic Programming versus Evolutionary Computing -- Fuzzy Classification for Gene Expression Data Analysis -- Towards the Enhancement of Gene Selection Performance -- Saccharomyces pombe and Saccharomyces cerevisiae Gene Regulatory Network Inference Using the Fuzzy Logic Network -- Multivariate Regression Applied to Gene Expression Dynamics -- The Amine System Project: Systems Biology in Practice -- DNA Encoding Methods in the Field of DNA Computing.

Bioinformatics involve the creation and advancement of algorithms using techniques including computational intelligence, applied mathematics and statistics, informatics, and biochemistry to solve biological problems usually on the molecular level. Major research efforts in the field include sequence analysis, gene finding, genome annotation, protein structure alignment analysis and prediction, prediction of gene expression, protein-protein docking/interactions, and the modeling of evolution. This book deals with the application of computational intelligence in bioinformatics. Addressing the various issues of bioinformatics using different computational intelligence approaches is the novelty of this edited volume.

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