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Dimension reduction in semiparametric regressions includes construction of informative linear combinations and selection of contributing predictors. To reduce the predictor dimension in semiparametric regressions, we propose an &ell;<sub>1</sub>-minimization of sliced inverse regression with the Dantzig...
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