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Incorporating Functional covariates into nonparametric regression models

Grant number:17/15306-9
Support Opportunities:Regular Research Grants
Start date: November 01, 2017
End date: October 31, 2019
Field of knowledge:Physical Sciences and Mathematics - Probability and Statistics - Statistics
Principal Investigator:Nancy Lopes Garcia
Grantee:Nancy Lopes Garcia
Host Institution: Instituto de Matemática, Estatística e Computação Científica (IMECC). Universidade Estadual de Campinas (UNICAMP). Campinas , SP, Brazil
City of the host institution:Campinas
Associated researchers:Mariana Rodrigues Motta ; Ronaldo Dias
Associated research grant(s):19/00787-7 - Functional covariates: statistical modeling and software development for energy consumption data, AP.R SPRINT

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)

Scientific publications
(The scientific publications listed on this page originate from the Web of Science or SciELO databases. Their authors have cited FAPESP grant or fellowship project numbers awarded to Principal Investigators or Fellowship Recipients, whether or not they are among the authors. This information is collected automatically and retrieved directly from those bibliometric databases.)
GARCIA, NANCY L.; RODRIGUES-MOTTA, MARIANA; MIGON, HELIO S.; PETKOVA, EVA; TARPEY, THADDEUS; OGDEN, R. TODD; GIORDANO, JULIO O.; PEREZ, MARTIN M.. Unsupervised Bayesian classification for models with scalar and functional covariates. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, v. 73, n. 3, p. 24-pg., . (23/00592-7, 17/15306-9, 19/10800-0, 18/06811-4)
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)