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Sparse regression and marginal testing using cluster prototypes
We propose a new approach for sparse regression and marginal testing, for data with correlated features. Our procedure first clusters the features, and then chooses as the cluster prototype the most informative feature in that cluster. Then we apply either sparse regression (lasso) or marginal signi...
Gorde:
| Argitaratua izan da: | Biostatistics |
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| Egile Nagusiak: | , |
| Formatua: | Artigo |
| Hizkuntza: | Inglês |
| Argitaratua: |
Oxford University Press
2016
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| Gaiak: | |
| Sarrera elektronikoa: | https://ncbi.nlm.nih.gov/pmc/articles/PMC5006118/ https://ncbi.nlm.nih.gov/pubmed/26614384 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/biostatistics/kxv049 |
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