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math.ST2017
Random Projections For Large-Scale Regression
Gian-Andrea Thanei, Christina Heinze, Nicolai Meinshausen
Fitting linear regression models can be computationally very expensive in large-scale data analysis tasks if the sample size and the number of variables are very large. Random proj…
math.ST2016
Linear regression estimation in non-linear single index models
Fadoua Balabdaoui, Gian-Andrea Thanei
In this article, we consider the problem of estimating the index parameter in the single index model with the unknown ridge function defined on…