Article
Machine learning-based differential network analysis: a study of stress-responsive transcriptomes in Arabidopsis.
The Plant cell - 1 Feb 2014
Ma Chuang, Xin Mingming, Feldmann Kenneth A, Wang Xiangfeng
Abstract excerpt
Machine learning (ML) is an intelligent data mining technique that builds a prediction model based on the learning of prior knowledge to recognize patterns in large-scale data sets. We present an ML-based methodology for transcriptome analysis via comparison of gene coexpression networks, implemented as an R package called machine learning-based differential network analysis (mlDNA) and apply this method to...
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