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Low-Rank Graph-Regularized Structured Sparse Regression for Identifying Genetic Biomarkers

In this paper, we propose a novel sparse regression method for Brain-Wide and Genome-Wide association study. Specifically, we impose a low-rank constraint on the weight coefficient matrix and then decompose it into two low-rank matrices, which find relationships in genetic features and in brain imag...

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Bibliografiska uppgifter
I publikationen:IEEE Trans Big Data
Huvudupphovsmän: Zhu, Xiaofeng, Suk, Heung-Il, Huang, Heng, Shen, Dinggang
Materialtyp: Artigo
Språk:Inglês
Publicerad: 2017
Ämnen:
Länkar:https://ncbi.nlm.nih.gov/pmc/articles/PMC5929142/
https://ncbi.nlm.nih.gov/pubmed/29725610
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TBDATA.2017.2735991
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