Func- tion to function regression (FFR) covers a large range of interesting applications including time- series prediction problems, and also more gen- eral ...
2014/10/27 · Abstract:We analyze the problem of regression when both input covariates and output responses are functions from a nonparametric function ...
The 3BE is the first nonparametric FFR estimator that can scale to massive data-sets and shows an improvement of several orders of magnitude in terms of ...
2024/07/03 · We analyze the problem of regression when both input covariates and output responses are functions from a nonparametric function class.
We analyze the problem of regression when both input covariates and output responses are functions from a nonparametric function class. Function to function ...
Fast Functional Regression · Fast distribution-to-real and function-to-function nonparametric regression. · Read the Papers · Get the Code.
2024/04/15 · The current work proposes and evaluates the feasibility and accuracy of the fast generalized functional on scalar regression (fGFoSR) method.
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In this paper we restrict attention to function- on-scalar regression, i.e., non-time-varying predictors, for simplicity. The most commonly used penalized basis ...
We recast this estimator as a generalized ridge regression estimator, and present a penalized generalized least squares (P-GLS) alternative.