APPLICATIONS OF LINEAR ALGEBRA TO DNA MICROARRAYS: IMPUTATION ALGORITHMS

Amir Niknejad

ISBN 10: 3639179943 / ISBN 13: 9783639179941

Editore: VDM Verlag 2009-08-21, 2009

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Titolo: APPLICATIONS OF LINEAR ALGEBRA TO DNA ...

Casa editrice: VDM Verlag 2009-08-21

Data di pubblicazione: 2009

Legatura: Paperback

Condizione: New

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Riassunto:

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.

L'autore:

Amir Niknejad is an assistant professor of mathematics at College of Mount Saint Vincent. His research interest is applications of Algebraic Statistics to Systems Biology. Shmuel Friedland is a professor in University of Illinois at Chicago. He published more than 160 research papers, and received Hans Schneider Prize in Linear Algebra in 1993.