@article{dcf670582d9c43498c0cd27dcedd4f69,
title = "Network Modeling of Complex Data Sets",
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. ",
keywords = "Differential analysis, Enrichment, FCROS, Fisher exact test, Machine learning, Random forests, Similarity network",
author = "Piet Jones and Deborah Weighill and Shah, {Manesh B} and Sharlee Climer and Jeremy Schmutz and Avinash Sreedasyam and Tuskan, {Gerald A.} and Daniel Jacobson",
note = "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.",
year = "2020",
doi = "10.1007/978-1-0716-0195-2_15",
language = "American English",
journal = "Metabolic Pathway Engineering",
}