@inproceedings{ae8b0a6bab9d4c8bade3d2bd5272f1ef,
title = "Network propagation models for gene selection",
abstract = "In this paper, we explore several network propagation methods for gene selection from microarray gene expression datasets. The network propagation methods capture gene co-expression and differential expression with unified machine learning frameworks. Large scale experiments on five breast cancer datasets validated that the network propagation methods are capable of selecting genes that are more biologically interpretable and more consistent across multiple datasets, compared with the existing approaches.",
keywords = "Biomarkers, Breast cancer metastasis, Gene expression, Network propagation",
author = "Wei Zhang and Baryun Hwang and Baolin Wu and Rui Kuang",
year = "2010",
doi = "10.1109/GENSIPS.2010.5719689",
language = "English (US)",
isbn = "9781612847924",
series = "2010 IEEE International Workshop on Genomic Signal Processing and Statistics, GENSIPS 2010",
booktitle = "2010 IEEE International Workshop on Genomic Signal Processing and Statistics, GENSIPS 2010",
note = "2010 IEEE International Workshop on Genomic Signal Processing and Statistics, GENSIPS 2010 ; Conference date: 10-11-2010 Through 12-11-2010",
}