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math.ST2024★ 13 cited
Sparse semiparametric regression when predictors are mixture of functional and high-dimensional variables
Silvia Novo, Germán Aneiros, Philippe Vieu
This paper aims to front with dimensionality reduction in regression setting when the predictors are a mixture of functional variable and high-dimensional vector. A flexible model,…
math.ST2024★ 33 cited
Automatic and location-adaptive estimation in functional single-index regression
Silvia Novo, Germán Aneiros, Philippe Vieu
This paper develops a new automatic and location-adaptive procedure for estimating regression in a Functional Single-Index Model (FSIM). This procedure is based on -Nearest Neig…