Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380687279> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4380687279 abstract "It is often of interest to assess whether a function-valued statistical parameter, such as a density function or a mean regression function, is equal to any function in a class of candidate null parameters. This can be framed as a statistical inference problem where the target estimand is a scalar measure of dissimilarity between the true function-valued parameter and the closest function among all candidate null values. These estimands are typically defined to be zero when the null holds and positive otherwise. While there is well-established theory and methodology for performing efficient inference when one assumes a parametric model for the function-valued parameter, methods for inference in the nonparametric setting are limited. When the null holds, and the target estimand resides at the boundary of the parameter space, existing nonparametric estimators either achieve a non-standard limiting distribution or a sub-optimal convergence rate, making inference challenging. In this work, we propose a strategy for constructing nonparametric estimators with improved asymptotic performance. Notably, our estimators converge at the parametric rate at the boundary of the parameter space and also achieve a tractable null limiting distribution. As illustrations, we discuss how this framework can be applied to perform inference in nonparametric regression problems, and also to perform nonparametric assessment of stochastic dependence." @default.
- W4380687279 created "2023-06-15" @default.
- W4380687279 creator A5013998822 @default.
- W4380687279 date "2023-06-12" @default.
- W4380687279 modified "2023-10-16" @default.
- W4380687279 title "Nonparametric inference on non-negative dissimilarity measures at the boundary of the parameter space" @default.
- W4380687279 doi "https://doi.org/10.48550/arxiv.2306.07492" @default.
- W4380687279 hasPublicationYear "2023" @default.
- W4380687279 type Work @default.
- W4380687279 citedByCount "0" @default.
- W4380687279 crossrefType "posted-content" @default.
- W4380687279 hasAuthorship W4380687279A5013998822 @default.
- W4380687279 hasBestOaLocation W43806872791 @default.
- W4380687279 hasConcept C102366305 @default.
- W4380687279 hasConcept C105795698 @default.
- W4380687279 hasConcept C117251300 @default.
- W4380687279 hasConcept C124101348 @default.
- W4380687279 hasConcept C134261354 @default.
- W4380687279 hasConcept C14036430 @default.
- W4380687279 hasConcept C149782125 @default.
- W4380687279 hasConcept C154945302 @default.
- W4380687279 hasConcept C185429906 @default.
- W4380687279 hasConcept C191988596 @default.
- W4380687279 hasConcept C203763787 @default.
- W4380687279 hasConcept C2776214188 @default.
- W4380687279 hasConcept C28826006 @default.
- W4380687279 hasConcept C33923547 @default.
- W4380687279 hasConcept C41008148 @default.
- W4380687279 hasConcept C65778772 @default.
- W4380687279 hasConcept C78458016 @default.
- W4380687279 hasConcept C86803240 @default.
- W4380687279 hasConceptScore W4380687279C102366305 @default.
- W4380687279 hasConceptScore W4380687279C105795698 @default.
- W4380687279 hasConceptScore W4380687279C117251300 @default.
- W4380687279 hasConceptScore W4380687279C124101348 @default.
- W4380687279 hasConceptScore W4380687279C134261354 @default.
- W4380687279 hasConceptScore W4380687279C14036430 @default.
- W4380687279 hasConceptScore W4380687279C149782125 @default.
- W4380687279 hasConceptScore W4380687279C154945302 @default.
- W4380687279 hasConceptScore W4380687279C185429906 @default.
- W4380687279 hasConceptScore W4380687279C191988596 @default.
- W4380687279 hasConceptScore W4380687279C203763787 @default.
- W4380687279 hasConceptScore W4380687279C2776214188 @default.
- W4380687279 hasConceptScore W4380687279C28826006 @default.
- W4380687279 hasConceptScore W4380687279C33923547 @default.
- W4380687279 hasConceptScore W4380687279C41008148 @default.
- W4380687279 hasConceptScore W4380687279C65778772 @default.
- W4380687279 hasConceptScore W4380687279C78458016 @default.
- W4380687279 hasConceptScore W4380687279C86803240 @default.
- W4380687279 hasLocation W43806872791 @default.
- W4380687279 hasOpenAccess W4380687279 @default.
- W4380687279 hasPrimaryLocation W43806872791 @default.
- W4380687279 hasRelatedWork W1502284268 @default.
- W4380687279 hasRelatedWork W1972731147 @default.
- W4380687279 hasRelatedWork W2007291438 @default.
- W4380687279 hasRelatedWork W2099962892 @default.
- W4380687279 hasRelatedWork W2119238381 @default.
- W4380687279 hasRelatedWork W2183249925 @default.
- W4380687279 hasRelatedWork W2949919985 @default.
- W4380687279 hasRelatedWork W3123976880 @default.
- W4380687279 hasRelatedWork W4292295282 @default.
- W4380687279 hasRelatedWork W4295885385 @default.
- W4380687279 isParatext "false" @default.
- W4380687279 isRetracted "false" @default.
- W4380687279 workType "article" @default.