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Incorporating Functional covariates into nonparametric regression models

Abstract

In this work we propose to study regression models where the response variable can be either scalar or functional, but the covariates include both scalar and functional variables. In the literature, only linear additive models are considered. Our proposal is to address non-linear additive models. (AU)

Articles published in Agência FAPESP Newsletter about the research grant:
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VEICULO: TITULO (DATA)
VEICULO: TITULO (DATA)

Scientific publications
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
GARCIA, NANCY L.; GUTTORP, PETER; LUDWIG, GUILHERME. Interacting cluster point process model for epidermal nerve fibers. SPATIAL STATISTICS, v. 35, . (14/26419-0, 16/09390-4, 18/09877-6, 17/15306-9)
ZAMBOM, ADRIANO ZANIN; ALFONSO COLLAZOS, JULIAN; DIAS, RONALDO. Selection of the number of clusters in functional data analysis. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, v. 92, n. 14, p. 19-pg., . (19/04535-2, 17/15306-9, 18/04654-9)