July 2020

Book Chapter

Network Modeling of Complex Data Sets

By:
Jones, Piet C; Weighill, Deborah A; Shah, Manesh B; Climer, Sharlee; Schmutz, Jeremy; Sreedasyam, Avinash; Tuskan, Gerald A; Jacobson, Daniel A
Page Number:
197-215
Volume:
2096
Book Title:
Metabolic Pathway Engineering
Publication Date:
July 2020
Publisher Location:
Humana, New York, New York, United States of America
View DOI Listing:
https://doi.org/10.1007/978-1-0716-0195-2_15

Abstract

We demonstrate a selection of network and machine learning techniques useful in the analysis of complex datasets, including 2-way similarity networks, Markov clustering, enrichment statistical networks, FCROS differential analysis, and random forests. We demonstrate each of these techniques on the Populus trichocarpa gene expression atlas.