Additive Regression and Other Nonparametric Models
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...So far the SV algorithm for regression may seem rather strange and hardly related to other existing methods of function estimation (e.g. Huber 1981, Stone 1985, Härdle 1990, Hastie and Tibshirani 1990, Wahba 1990)....
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...Huber 1981, Stone 1985, H¨ ardle 1990, Hastie and Tibshirani 1990, Wahba 1990)....
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...However the resulting procedure is computationally tractable: details are in Taylor et al. (2014) and Loftus and Taylor (2014)....
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References
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"Additive Regression and Other Nonpa..." refers methods in this paper
...For example, if f is the logarithm of the hazard rate of the conditional distribution of the failure time Y given X , then the additive model given by Model 6 f(x1,...,x3,y) = g(y) + E xb. is the famous proportional hazards model of Cox (1972)....
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"Additive Regression and Other Nonpa..." refers background or methods in this paper
...The numerical minimization is readily solved by using B-splines (see de Boor, 1978, or Powell, 1981); either the normal equations can be solved or iterative techniques can be employed as in MCA....
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...This result is due to de Boor (1968); see also de Boor (1978) or Powell (1981)....
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