Matches in SemOpenAlex for { <https://semopenalex.org/work/W3100980645> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W3100980645 abstract "Fully nonparametric methods for regression from functional data have poor accuracy from a statistical viewpoint, reflecting the fact that their convergence rates are slower than nonparametric rates for the estimation of high-dimensional functions. This difficulty has led to an emphasis on the so-called functional linear model, which is much more flexible than common linear models in finite dimension, but nevertheless imposes structural constraints on the relationship between predictors and responses. Recent advances have extended the linear approach by using it in conjunction with link functions, and by considering multiple indices, but the flexibility of this technique is still limited. For example, the link may be modeled parametrically or on a grid only, or may be constrained by an assumption such as monotonicity; multiple indices have been modeled by making finite-dimensional assumptions. In this paper we introduce a new technique for estimating the link function nonparametrically, and we suggest an approach to multi-index modeling using adaptively defined linear projections of functional data. We show that our methods enable prediction with polynomial convergence rates. The finite sample performance of our methods is studied in simulations, and is illustrated by an application to a functional regression problem." @default.
- W3100980645 created "2020-11-23" @default.
- W3100980645 creator A5001330715 @default.
- W3100980645 creator A5050634491 @default.
- W3100980645 creator A5077005608 @default.
- W3100980645 date "2011-06-01" @default.
- W3100980645 modified "2023-10-16" @default.
- W3100980645 title "Single and multiple index functional regression models with nonparametric link" @default.
- W3100980645 cites W1968263491 @default.
- W3100980645 cites W1983676558 @default.
- W3100980645 cites W1997300710 @default.
- W3100980645 cites W2008759286 @default.
- W3100980645 cites W2016095379 @default.
- W3100980645 cites W2023707151 @default.
- W3100980645 cites W2033779771 @default.
- W3100980645 cites W2034390858 @default.
- W3100980645 cites W2038745436 @default.
- W3100980645 cites W2048315575 @default.
- W3100980645 cites W2059688250 @default.
- W3100980645 cites W2067165060 @default.
- W3100980645 cites W2104844836 @default.
- W3100980645 cites W2143220485 @default.
- W3100980645 cites W3100683829 @default.
- W3100980645 doi "https://doi.org/10.1214/11-aos882" @default.
- W3100980645 hasPublicationYear "2011" @default.
- W3100980645 type Work @default.
- W3100980645 sameAs 3100980645 @default.
- W3100980645 citedByCount "137" @default.
- W3100980645 countsByYear W31009806452012 @default.
- W3100980645 countsByYear W31009806452013 @default.
- W3100980645 countsByYear W31009806452014 @default.
- W3100980645 countsByYear W31009806452015 @default.
- W3100980645 countsByYear W31009806452016 @default.
- W3100980645 countsByYear W31009806452017 @default.
- W3100980645 countsByYear W31009806452018 @default.
- W3100980645 countsByYear W31009806452019 @default.
- W3100980645 countsByYear W31009806452020 @default.
- W3100980645 countsByYear W31009806452021 @default.
- W3100980645 countsByYear W31009806452022 @default.
- W3100980645 countsByYear W31009806452023 @default.
- W3100980645 crossrefType "journal-article" @default.
- W3100980645 hasAuthorship W3100980645A5001330715 @default.
- W3100980645 hasAuthorship W3100980645A5050634491 @default.
- W3100980645 hasAuthorship W3100980645A5077005608 @default.
- W3100980645 hasBestOaLocation W31009806451 @default.
- W3100980645 hasConcept C102366305 @default.
- W3100980645 hasConcept C105795698 @default.
- W3100980645 hasConcept C126255220 @default.
- W3100980645 hasConcept C134306372 @default.
- W3100980645 hasConcept C149782125 @default.
- W3100980645 hasConcept C163175372 @default.
- W3100980645 hasConcept C202444582 @default.
- W3100980645 hasConcept C28826006 @default.
- W3100980645 hasConcept C33676613 @default.
- W3100980645 hasConcept C33923547 @default.
- W3100980645 hasConcept C51820054 @default.
- W3100980645 hasConcept C71176878 @default.
- W3100980645 hasConcept C72169020 @default.
- W3100980645 hasConcept C74127309 @default.
- W3100980645 hasConcept C90119067 @default.
- W3100980645 hasConceptScore W3100980645C102366305 @default.
- W3100980645 hasConceptScore W3100980645C105795698 @default.
- W3100980645 hasConceptScore W3100980645C126255220 @default.
- W3100980645 hasConceptScore W3100980645C134306372 @default.
- W3100980645 hasConceptScore W3100980645C149782125 @default.
- W3100980645 hasConceptScore W3100980645C163175372 @default.
- W3100980645 hasConceptScore W3100980645C202444582 @default.
- W3100980645 hasConceptScore W3100980645C28826006 @default.
- W3100980645 hasConceptScore W3100980645C33676613 @default.
- W3100980645 hasConceptScore W3100980645C33923547 @default.
- W3100980645 hasConceptScore W3100980645C51820054 @default.
- W3100980645 hasConceptScore W3100980645C71176878 @default.
- W3100980645 hasConceptScore W3100980645C72169020 @default.
- W3100980645 hasConceptScore W3100980645C74127309 @default.
- W3100980645 hasConceptScore W3100980645C90119067 @default.
- W3100980645 hasIssue "3" @default.
- W3100980645 hasLocation W31009806451 @default.
- W3100980645 hasLocation W31009806452 @default.
- W3100980645 hasOpenAccess W3100980645 @default.
- W3100980645 hasPrimaryLocation W31009806451 @default.
- W3100980645 hasRelatedWork W1946108339 @default.
- W3100980645 hasRelatedWork W2038580754 @default.
- W3100980645 hasRelatedWork W2042667113 @default.
- W3100980645 hasRelatedWork W2096061680 @default.
- W3100980645 hasRelatedWork W2131047368 @default.
- W3100980645 hasRelatedWork W2227516623 @default.
- W3100980645 hasRelatedWork W2554452653 @default.
- W3100980645 hasRelatedWork W3038098227 @default.
- W3100980645 hasRelatedWork W3100980645 @default.
- W3100980645 hasRelatedWork W4210247028 @default.
- W3100980645 hasVolume "39" @default.
- W3100980645 isParatext "false" @default.
- W3100980645 isRetracted "false" @default.
- W3100980645 magId "3100980645" @default.
- W3100980645 workType "article" @default.