Matches in SemOpenAlex for { <https://semopenalex.org/work/W2952664629> ?p ?o ?g. }
- W2952664629 abstract "We propose an extensive framework for additive regression models for correlated functional responses, allowing for multiple partially nested or crossed functional random effects with flexible correlation structures for, e.g., spatial, temporal, or longitudinal functional data. Additionally, our framework includes linear and nonlinear effects of functional and scalar covariates that may vary smoothly over the index of the functional response. It accommodates densely or sparsely observed functional responses and predictors which may be observed with additional error and includes both spline-based and functional principal component-based terms. Estimation and inference in this framework is based on standard additive mixed models, allowing us to take advantage of established methods and robust, flexible algorithms. We provide easy-to-use open source software in the pffr() function for the R-package refund. Simulations show that the proposed method recovers relevant effects reliably, handles small sample sizes well and also scales to larger data sets. Applications with spatially and longitudinally observed functional data demonstrate the flexibility in modeling and interpretability of results of our approach." @default.
- W2952664629 created "2019-06-27" @default.
- W2952664629 creator A5012023996 @default.
- W2952664629 creator A5016065135 @default.
- W2952664629 creator A5080432204 @default.
- W2952664629 date "2012-07-25" @default.
- W2952664629 modified "2023-09-27" @default.
- W2952664629 title "Functional Additive Mixed Models" @default.
- W2952664629 cites W151663988 @default.
- W2952664629 cites W1521342285 @default.
- W2952664629 cites W1556631438 @default.
- W2952664629 cites W1583788335 @default.
- W2952664629 cites W1967247922 @default.
- W2952664629 cites W1970327181 @default.
- W2952664629 cites W1981015491 @default.
- W2952664629 cites W1982959792 @default.
- W2952664629 cites W1993673615 @default.
- W2952664629 cites W1998577249 @default.
- W2952664629 cites W2003390846 @default.
- W2952664629 cites W2008528491 @default.
- W2952664629 cites W2009499611 @default.
- W2952664629 cites W2012287176 @default.
- W2952664629 cites W2014279567 @default.
- W2952664629 cites W2019302122 @default.
- W2952664629 cites W2021436645 @default.
- W2952664629 cites W2024251810 @default.
- W2952664629 cites W2025100215 @default.
- W2952664629 cites W2025629999 @default.
- W2952664629 cites W2027515083 @default.
- W2952664629 cites W2030553221 @default.
- W2952664629 cites W2031381243 @default.
- W2952664629 cites W2037153463 @default.
- W2952664629 cites W2039894069 @default.
- W2952664629 cites W2042809187 @default.
- W2952664629 cites W2047054206 @default.
- W2952664629 cites W2048308415 @default.
- W2952664629 cites W2051138734 @default.
- W2952664629 cites W2056592727 @default.
- W2952664629 cites W2066758331 @default.
- W2952664629 cites W2067165060 @default.
- W2952664629 cites W2076490314 @default.
- W2952664629 cites W2085032988 @default.
- W2952664629 cites W2090382476 @default.
- W2952664629 cites W2094809970 @default.
- W2952664629 cites W2095034968 @default.
- W2952664629 cites W2095288212 @default.
- W2952664629 cites W2096599909 @default.
- W2952664629 cites W2106060143 @default.
- W2952664629 cites W2106575405 @default.
- W2952664629 cites W2119160928 @default.
- W2952664629 cites W2122095984 @default.
- W2952664629 cites W2128802285 @default.
- W2952664629 cites W2133944729 @default.
- W2952664629 cites W2134874509 @default.
- W2952664629 cites W2138071406 @default.
- W2952664629 cites W2144083456 @default.
- W2952664629 cites W2144148350 @default.
- W2952664629 cites W2145514150 @default.
- W2952664629 cites W2150204378 @default.
- W2952664629 cites W2157220229 @default.
- W2952664629 cites W2158869949 @default.
- W2952664629 cites W2162870748 @default.
- W2952664629 cites W2289747895 @default.
- W2952664629 cites W2950747075 @default.
- W2952664629 cites W3021971632 @default.
- W2952664629 cites W3098543800 @default.
- W2952664629 cites W3105619089 @default.
- W2952664629 hasPublicationYear "2012" @default.
- W2952664629 type Work @default.
- W2952664629 sameAs 2952664629 @default.
- W2952664629 citedByCount "0" @default.
- W2952664629 crossrefType "posted-content" @default.
- W2952664629 hasAuthorship W2952664629A5012023996 @default.
- W2952664629 hasAuthorship W2952664629A5016065135 @default.
- W2952664629 hasAuthorship W2952664629A5080432204 @default.
- W2952664629 hasConcept C105795698 @default.
- W2952664629 hasConcept C11413529 @default.
- W2952664629 hasConcept C119043178 @default.
- W2952664629 hasConcept C119857082 @default.
- W2952664629 hasConcept C124101348 @default.
- W2952664629 hasConcept C126322002 @default.
- W2952664629 hasConcept C154945302 @default.
- W2952664629 hasConcept C16012445 @default.
- W2952664629 hasConcept C168743327 @default.
- W2952664629 hasConcept C194648359 @default.
- W2952664629 hasConcept C203223496 @default.
- W2952664629 hasConcept C27438332 @default.
- W2952664629 hasConcept C2776214188 @default.
- W2952664629 hasConcept C2780598303 @default.
- W2952664629 hasConcept C2781067378 @default.
- W2952664629 hasConcept C33923547 @default.
- W2952664629 hasConcept C41008148 @default.
- W2952664629 hasConcept C51820054 @default.
- W2952664629 hasConcept C71176878 @default.
- W2952664629 hasConcept C71924100 @default.
- W2952664629 hasConcept C95190672 @default.
- W2952664629 hasConceptScore W2952664629C105795698 @default.
- W2952664629 hasConceptScore W2952664629C11413529 @default.
- W2952664629 hasConceptScore W2952664629C119043178 @default.
- W2952664629 hasConceptScore W2952664629C119857082 @default.