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Sparse partial least squares regression for simultaneous dimension reduction and variable selection
Partial least squares regression has been an alternative to ordinary least squares for handling multicollinearity in several areas of scientific research since the 1960s. It has recently gained much attention in the analysis of high dimensional genomic data. We show that known asymptotic consistency...
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| Main Authors: | , |
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| Format: | Artigo |
| Sprog: | Inglês |
| Udgivet: |
Blackwell Publishing Ltd
2010
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| Fag: | |
| Online adgang: | https://ncbi.nlm.nih.gov/pmc/articles/PMC2810828/ https://ncbi.nlm.nih.gov/pubmed/20107611 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1111/j.1467-9868.2009.00723.x |
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