Gene Network Inference

Verification of Methods for Systems Genetics Data

Nonfiction, Science & Nature, Science, Biological Sciences, Physiology
Cover of the book Gene Network Inference by , Springer Berlin Heidelberg
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Author: ISBN: 9783642451614
Publisher: Springer Berlin Heidelberg Publication: January 3, 2014
Imprint: Springer Language: English
Author:
ISBN: 9783642451614
Publisher: Springer Berlin Heidelberg
Publication: January 3, 2014
Imprint: Springer
Language: English

This book presents recent methods for Systems Genetics (SG) data analysis, applying them to a suite of simulated SG benchmark datasets. Each of the chapter authors received the same datasets to evaluate the performance of their method to better understand which algorithms are most useful for obtaining reliable models from SG datasets. The knowledge gained from this benchmarking study will ultimately allow these algorithms to be used with confidence for SG studies e.g. of complex human diseases or food crop improvement. The book is primarily intended for researchers with a background in the life sciences, not for computer scientists or statisticians.

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This book presents recent methods for Systems Genetics (SG) data analysis, applying them to a suite of simulated SG benchmark datasets. Each of the chapter authors received the same datasets to evaluate the performance of their method to better understand which algorithms are most useful for obtaining reliable models from SG datasets. The knowledge gained from this benchmarking study will ultimately allow these algorithms to be used with confidence for SG studies e.g. of complex human diseases or food crop improvement. The book is primarily intended for researchers with a background in the life sciences, not for computer scientists or statisticians.

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