Matches in SemOpenAlex for { <https://semopenalex.org/work/W3014134217> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W3014134217 abstract "A fully Bayesian approach is proposed for ultrahigh-dimensional nonparametric additive models in which the number of additive components may be larger than the sample size, though ideally the true model is believed to include only a small number of components. Bayesian approaches can conduct stochastic model search and fulfill flexible parameter estimation by stochastic draws. The theory shows that the proposed model selection method has satisfactory properties. For instance, when the hyperparameter associated with the model prior is correctly specified, the true model has posterior probability approaching one as the sample size goes to infinity; when this hyperparameter is incorrectly specified, the selected model is still acceptable since asymptotically it is proved to be nested in the true model. To enhance model flexibility, two new $g$-priors are proposed and their theoretical performance is examined. We also propose an efficient MCMC algorithm to handle the computational issues. Several simulation examples are provided to demonstrate the computational advantages of our method." @default.
- W3014134217 created "2020-04-10" @default.
- W3014134217 creator A5071967317 @default.
- W3014134217 creator A5073070877 @default.
- W3014134217 date "2013-06-29" @default.
- W3014134217 modified "2023-09-23" @default.
- W3014134217 title "Bayesian Functional Selection in Ultrahigh-Dimensional Nonparametric Additive Models" @default.
- W3014134217 hasPublicationYear "2013" @default.
- W3014134217 type Work @default.
- W3014134217 sameAs 3014134217 @default.
- W3014134217 citedByCount "0" @default.
- W3014134217 crossrefType "posted-content" @default.
- W3014134217 hasAuthorship W3014134217A5071967317 @default.
- W3014134217 hasAuthorship W3014134217A5073070877 @default.
- W3014134217 hasConcept C102366305 @default.
- W3014134217 hasConcept C105795698 @default.
- W3014134217 hasConcept C107673813 @default.
- W3014134217 hasConcept C111350023 @default.
- W3014134217 hasConcept C11413529 @default.
- W3014134217 hasConcept C119857082 @default.
- W3014134217 hasConcept C126255220 @default.
- W3014134217 hasConcept C129848803 @default.
- W3014134217 hasConcept C154945302 @default.
- W3014134217 hasConcept C160234255 @default.
- W3014134217 hasConcept C177769412 @default.
- W3014134217 hasConcept C2780598303 @default.
- W3014134217 hasConcept C33923547 @default.
- W3014134217 hasConcept C41008148 @default.
- W3014134217 hasConcept C8642999 @default.
- W3014134217 hasConcept C93959086 @default.
- W3014134217 hasConceptScore W3014134217C102366305 @default.
- W3014134217 hasConceptScore W3014134217C105795698 @default.
- W3014134217 hasConceptScore W3014134217C107673813 @default.
- W3014134217 hasConceptScore W3014134217C111350023 @default.
- W3014134217 hasConceptScore W3014134217C11413529 @default.
- W3014134217 hasConceptScore W3014134217C119857082 @default.
- W3014134217 hasConceptScore W3014134217C126255220 @default.
- W3014134217 hasConceptScore W3014134217C129848803 @default.
- W3014134217 hasConceptScore W3014134217C154945302 @default.
- W3014134217 hasConceptScore W3014134217C160234255 @default.
- W3014134217 hasConceptScore W3014134217C177769412 @default.
- W3014134217 hasConceptScore W3014134217C2780598303 @default.
- W3014134217 hasConceptScore W3014134217C33923547 @default.
- W3014134217 hasConceptScore W3014134217C41008148 @default.
- W3014134217 hasConceptScore W3014134217C8642999 @default.
- W3014134217 hasConceptScore W3014134217C93959086 @default.
- W3014134217 hasLocation W30141342171 @default.
- W3014134217 hasOpenAccess W3014134217 @default.
- W3014134217 hasPrimaryLocation W30141342171 @default.
- W3014134217 hasRelatedWork W105718209 @default.
- W3014134217 hasRelatedWork W133532789 @default.
- W3014134217 hasRelatedWork W1547324788 @default.
- W3014134217 hasRelatedWork W2468642508 @default.
- W3014134217 hasRelatedWork W2685130528 @default.
- W3014134217 hasRelatedWork W2736297450 @default.
- W3014134217 hasRelatedWork W2793790296 @default.
- W3014134217 hasRelatedWork W2810320904 @default.
- W3014134217 hasRelatedWork W2810542522 @default.
- W3014134217 hasRelatedWork W2891063340 @default.
- W3014134217 hasRelatedWork W2906919527 @default.
- W3014134217 hasRelatedWork W2951336346 @default.
- W3014134217 hasRelatedWork W2964120949 @default.
- W3014134217 hasRelatedWork W3008255512 @default.
- W3014134217 hasRelatedWork W3014566702 @default.
- W3014134217 hasRelatedWork W3038011260 @default.
- W3014134217 hasRelatedWork W3183359936 @default.
- W3014134217 hasRelatedWork W3189168106 @default.
- W3014134217 hasRelatedWork W386487020 @default.
- W3014134217 hasRelatedWork W2988743537 @default.
- W3014134217 isParatext "false" @default.
- W3014134217 isRetracted "false" @default.
- W3014134217 magId "3014134217" @default.
- W3014134217 workType "article" @default.