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Network Modeling of Complex Data Sets.

Authors :
Jones P
Weighill D
Shah M
Climer S
Schmutz J
Sreedasyam A
Tuskan G
Jacobson D
Source :
Methods in molecular biology (Clifton, N.J.) [Methods Mol Biol] 2020; Vol. 2096, pp. 197-215.
Publication Year :
2020

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.

Details

Language :
English
ISSN :
1940-6029
Volume :
2096
Database :
MEDLINE
Journal :
Methods in molecular biology (Clifton, N.J.)
Publication Type :
Academic Journal
Accession number :
32720156
Full Text :
https://doi.org/10.1007/978-1-0716-0195-2_15