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Variable selection in monotone single-index models via the adaptive LASSO
We consider the problem of variable selection for monotone single-index models. A single-index model assumes that the expectation of the outcome is an unknown function of a linear combination of covariates. Assuming monotonicity of the unknown function is often reasonable, and allows for more straig...
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| Main Authors: | , , |
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| 格式: | Artigo |
| 語言: | Inglês |
| 出版: |
2013
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| 主題: | |
| 在線閱讀: | https://ncbi.nlm.nih.gov/pmc/articles/PMC3773259/ https://ncbi.nlm.nih.gov/pubmed/23650074 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/sim.5834 |
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