Machine Learning Approaches To Bioinformatics
Author:   Zheng Rong Yang (Univ Of Exeter, Uk)
Publisher:   World Scientific Publishing Co Pte Ltd
Volume:   4
ISBN:  

9789814287302


Pages:   336
Publication Date:   07 May 2010
Format:   Hardback
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

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Machine Learning Approaches To Bioinformatics


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Author:   Zheng Rong Yang (Univ Of Exeter, Uk)
Publisher:   World Scientific Publishing Co Pte Ltd
Imprint:   World Scientific Publishing Co Pte Ltd
Volume:   4
Dimensions:   Width: 15.50cm , Height: 2.30cm , Length: 22.90cm
Weight:   0.612kg
ISBN:  

9789814287302


ISBN 10:   981428730
Pages:   336
Publication Date:   07 May 2010
Audience:   College/higher education ,  Undergraduate ,  Postgraduate, Research & Scholarly
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

Introduction to Unsupervised Learning; Probability Density Estimation and Applications in Bioinformatics; Dimension Reduction - Multidimensional Scaling and Principal Component Analysis, Cluster Analysis; Self-Organizing Map; Introduction to Supervised Learning; Classification and Regression Trees; Artificial Neural Networks; Vector Machines; Hidden Markov Models; Feature Selection in Bioinformatics; Biological Data Coding; Sequence/Structural Bioinformatics Foundation - Peptide Classification; Gene Network - Causal Network and Bayesian Networks; Metabolomics; S-Systems; Pathway Recognition; Future Directions; Appendices: R Codes; Study Data Sets.

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