Article
Promoting similarity of model sparsity structures in integrative analysis of cancer genetic data.
Statistics in medicine - 10 Feb 2017
Huang Yuan, Liu Jin, Yi Huangdi, Shia Ben-Chang, Ma Shuangge
Abstract excerpt
In profiling studies, the analysis of a single dataset often leads to unsatisfactory results because of the small sample size. Multi-dataset analysis utilizes information of multiple independent datasets and outperforms single-dataset analysis. Among the available multi-dataset analysis methods, integrative analysis methods aggregate and analyze raw data and outperform meta-analysis methods, which analyze...
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