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Data Mining for Genomics and Proteomics - Dziuda, Darius M.
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Data Mining for Genomics and Proteomics - neues Buch

ISBN: 9780470163733

ID: 565027

Practical methods for mining gene and protein expression data Proper analysis and mining of the rapidly growing amount of available genomic and proteomic data is vital for advances in biomedical research. Data Mining for Genomics and Proteomics describes efficient methods for analysis of gene and protein expression data. Dr. Darius Dziuda demonstrates step by step how biomedical studies can and should be performed to maximize the chance of extracting new and useful biomedical knowledge from available data. Readers receive clear guidance on when to use particular data mining methods and why, along with the reasons why some popular approaches can lead to inferior results. This book covers all aspects of gene and protein expression analysisfrom technology, data preprocessing, quality assessment, and basic exploratory analysis to unsupervised and supervised learning algorithms, feature selection, and biomarker discovery. Also presented is a novel method for identification of the Informative Set of Genes, defined as a set containing all information significant for the differentiation of classes represented in training data. Special attention is given to multivariate biomarker discovery leading to parsimonious and generalizable classifiers. In addition, exercises and examples of hands-on analysis of real-world gene expression data sets give readers an opportunity to put the methods they have learned to practical use. Data Mining for Genomics and Proteomics is an excellent resource for data mining specialists, bioinformaticians, computational biologists, biomedical scientists, computer scientists, molecular biologists, and life scientists. It is also ideal for upper-level undergraduate and graduate-level students of bioinformatics, data mining, computational biology, and biomedical sciences, as well as anyone interested in efficient methods of knowledge discovery based on high-dimensional data. Technology Technology eBook, Wiley

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Data Mining for Genomics and Proteomics - Dziuda, Darius M.
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Dziuda, Darius M.:
Data Mining for Genomics and Proteomics - neues Buch

ISBN: 9780470163733

ID: 565027

Practical methods for mining gene and protein expression data Proper analysis and mining of the rapidly growing amount of available genomic and proteomic data is vital for advances in biomedical research. Data Mining for Genomics and Proteomics describes efficient methods for analysis of gene and protein expression data. Dr. Darius Dziuda demonstrates step by step how biomedical studies can and should be performed to maximize the chance of extracting new and useful biomedical knowledge from available data. Readers receive clear guidance on when to use particular data mining methods and why, along with the reasons why some popular approaches can lead to inferior results. This book covers all aspects of gene and protein expression analysisfrom technology, data preprocessing, quality assessment, and basic exploratory analysis to unsupervised and supervised learning algorithms, feature selection, and biomarker discovery. Also presented is a novel method for identification of the Informative Set of Genes, defined as a set containing all information significant for the differentiation of classes represented in training data. Special attention is given to multivariate biomarker discovery leading to parsimonious and generalizable classifiers. In addition, exercises and examples of hands-on analysis of real-world gene expression data sets give readers an opportunity to put the methods they have learned to practical use. Data Mining for Genomics and Proteomics is an excellent resource for data mining specialists, bioinformaticians, computational biologists, biomedical scientists, computer scientists, molecular biologists, and life scientists. It is also ideal for upper-level undergraduate and graduate-level students of bioinformatics, data mining, computational biology, and biomedical sciences, as well as anyone interested in efficient methods of knowledge discovery based on high-dimensional data. Technology Technology, Wiley

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Hardback, [PU: John Wiley and Sons Ltd], Data Mining for Genomics and Proteomics uses pragmatic examples and a complete case study to demonstrate step-by-step how biomedical studies can be used to maximize the chance of extracting new and useful biomedical knowledge from data., Genetics (non-medical)

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Data Mining for Genomics and Proteomics : Analysis of Gene and Protein Expression Data - Dziuda, Darius M.
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ISBN: 9780470163733

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No Synopsis Available Data Mining for Genomics and Proteomics : Analysis of Gene and Protein Expression Data, 9780470163733, Book, Textbook Books > Computers & Technology > Database Management, Wiley-Interscience

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Data Mining for Genomics and Proteomics - gebunden oder broschiert

2010, ISBN: 9780470163733

ID: 11130370

Hardcover, Buch, [PU: Wiley-Blackwell]

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Data Mining for Genomics and Proteomics

Data Mining for Genomics and Proteomics uses pragmatic examples and a complete case study to demonstrate step-by-step how biomedical studies can be used to maximize the chance of extracting new and useful biomedical knowledge from data. It is an excellent resource for students and professionals involved with gene or protein expression data in a variety of settings.

Detailangaben zum Buch - Data Mining for Genomics and Proteomics


EAN (ISBN-13): 9780470163733
ISBN (ISBN-10): 0470163739
Gebundene Ausgabe
Erscheinungsjahr: 2010
Herausgeber: Wiley John + Sons
320 Seiten
Gewicht: 0,615 kg
Sprache: eng/Englisch

Buch in der Datenbank seit 18.08.2007 16:23:49
Buch zuletzt gefunden am 24.10.2017 12:31:24
ISBN/EAN: 0470163739

ISBN - alternative Schreibweisen:
0-470-16373-9, 978-0-470-16373-3


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