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Wavelet regression and additive models for irregularly spaced data
We prove minimax optimal convergence rates under a weak compatibility condition for sparse additive models.
Generalized Sparse Additive Models
We present a unified framework for estimation and analysis of generalized additive models in high dimensions.
Nonparametric Regression with Adaptive Truncation via a Convex Hierarchical Penalty
We further establish minimax rates for a large class of sparse additive models.
Convex Modeling of Interactions with Strong Heredity
We consider the task of fitting a regression model involving interactions among a potentially large set of covariates, in which we wish to enforce strong heredity.
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