APPLICATIONS OF LINEAR ALGEBRA TO DNA MICROARRAYS kitap kapağı
Kitap başlığı:

APPLICATIONS OF LINEAR ALGEBRA TO DNA MICROARRAYS

IMPUTATION ALGORITHMS

VDM Verlag Dr. Müller (2009-08-21 )

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ISBN-13:

978-3-639-17994-1

ISBN-10:
3639179943
EAN:
9783639179941
Kitabın dili:
İngilizce
Özet:
DNA Microarrays revolutionized the field of genomics, enabling biologists to study thousands of genes simultaneously. In this monograph we address two major problems in this area. First, how to restore the missing data on the DNA Microarrays, which was corrupted due to various factors. Second, how to condense the enormous information obtained. We introduce several tools from linear and multilinear algebra, and other areas as well, to study systematically these problems. We give explicit algorithms and their analysis to solve these problems. We also survey and compare our methods to other existing methods. Although our examples are from bionformatics, we are confident that the methods of this monograph apply as well to other branches of science, engineering and finance. The monograph is appropriate for readers from bioinformatics, computational biology, or engineers, who are interested in deep theoretical framework motivated by applications.
Yayınevi:
VDM Verlag Dr. Müller
Websitesi:
http://www.vdm-verlag.de
Yazar:
Amir Niknejad
Sayfa sayısı:
76
Yayın tarihi:
2009-08-21
Hisse:
Mevcut
Kategori:
Mikrobiyoloji
Fiyat:
79.00 €
Anahtar kelimeler:
gene expression matrix, tensors, singular value decomposition, missing values, Imputation, low rank approximations of matrices and tensors, singular value decomposition, low rank approximations of matrices and tensors

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