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What is Network learning

Handbook of Research on Computational Methodologies in Gene Regulatory Networks
method solving optimization problem
Published in Chapter:
A Synthesis Method of Gene Regulatory Networks based on Gene Expression by Network Learning
Yoshihiro Mori (Kyoto Institute of Technology, Japan) and Yasuaki Kuroe (Kyoto Institute of Technology, Japan)
DOI: 10.4018/978-1-60566-685-3.ch011
Abstract
Investigating gene regulatory networks is important to understand mechanisms of cellular functions. Recently, the synthesis of gene regulatory networks having desired functions has become of interest to many researchers because it is a complementary approach to understanding gene regulatory networks, and it could be the first step in controlling living cells. In this chapter, we discuss a synthesis problem in gene regulatory networks by network learning. The problem is to determine parameters of a gene regulatory network such that it possesses given gene expression pattern sequences as desired properties. We also discuss a controller synthesis method of gene regulatory networks. Some experiments illustrate the performance of this method.
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