Analysis of Microarray Gene Expression Data - Rilegato

Libro 6 di 53: Trends in Logic

Mei-Ling Ting Lee

 
9780792370871: Analysis of Microarray Gene Expression Data
Rilegato
ISBN 10: 0792370872 ISBN 13: 9780792370871
Casa editrice: Springer-Verlag GmbH, 2004

Sinossi

After genomic sequencing, microarray technology has emerged as a widely used platform for genomic studies in the life sciences. With the abundance of data produced from microarray studies, however, the ultimate impact of the studies on biology will depend heavily on data mining and statistical analysis.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Recensione

From the reviews:

"This book aims to be a comprehensive work on statistical techniques for analysis of microarray data. ... the book contains an elaborate discussion on several variants of useful ANOVA models. ... Standard multiple testing and permutation methods are well illustrated. ... In conclusion, the book is a successful attempt to be a complete reference work for microarray data analysis. It is certainly a rich source of references." (M. A. van de Wiel, Kwantitatieve Methoden, Issue 3, 2006)

Contenuti

Part I: Genome Probing Using Microarrays. 1. Introduction. 2. DNA, RNA, Proteins, and Gene Expression. 3. Microarray Technology. 4. Inherent Variability in Array Data. 5. Background Noise. 6. Transformation and Normalization. 7. Missing Values in Array Data. 8. Saturated Intensity Readings. Part II: Statistical Models and Analysis. 9. Experimental Design. 10. ANOVA Models for Microarray Data. 11. Multiple Testing in Microarray Studies. 12. Permutation Tests in Microarray Data. 13. Bayesian Methods for Microarray Data. 14. Power and Sample Size Considerations. Part III: Unsupervised Exploratory Analysis. 15. Cluster Analysis. 16. Principal Components and Singular Value Decomposition. 17. Self-organizing Maps. Part IV: Supervised Learning Methods. 18. Discrimination and Classification. 19. Artificial Neural Networks. 20. Support Vector Machines.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Springer-Verlag GmbH
Data di pubblicazione
2004
Lingua
Inglese
ISBN 10 
0792370872
ISBN 13 
9780792370871
Rilegatura
Copertina rigida
Numero di pagine
400
Contatto del produttore
non disponibile
Persona responsabile
Palgrave Macmillan
ProductSafety@springernature.com

Crinan Street 4
London
N1 9XW
Regno Unito

Altre edizioni note dello stesso titolo

9781475788235: Analysis of Microarray Gene Expression Data

Edizione in evidenza

ISBN 10:  1475788231 ISBN 13:  9781475788235
Casa editrice: Springer, 2013
Brossura