FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2950467903> ?p ?o ?g. }

• W2950467903 abstract "When randomized ensembles such as bagging or random forests are used for binary classification, the prediction error of the ensemble tends to decrease and stabilize as the number of classifiers increases. However, the precise relationship between prediction error and ensemble size is unknown in practice. In the standard case when classifiers are aggregated by majority vote, the present work offers a way to quantify this convergence in terms of algorithmic i.e. the variance of prediction error due only to the randomized training algorithm. Specifically, we study a theoretical upper bound on this variance, and show that it is sharp --- in the sense that it is attained by a specific family of randomized classifiers. Next, we address the problem of estimating the unknown value of the bound, which leads to a unique twist on the classical problem of non-parametric density estimation. In particular, we develop an estimator for the bound and show that its MSE matches optimal non-parametric rates under certain conditions. (Concurrent with this work, some closely related results have also been considered in Cannings and Samworth (2017) and Lopes (2019).)" @default.
• W2950467903 created "2019-06-27" @default.
• W2950467903 creator A5037982747 @default.
• W2950467903 date "2013-03-04" @default.
• W2950467903 modified "2023-09-27" @default.
• W2950467903 title "Estimating a sharp convergence bound for randomized ensembles" @default.
• W2950467903 cites W1480376833 @default.
• W2950467903 cites W1499022094 @default.
• W2950467903 cites W1511694993 @default.
• W2950467903 cites W1603289878 @default.
• W2950467903 cites W1819522214 @default.
• W2950467903 cites W1906343640 @default.
• W2950467903 cites W1926592634 @default.
• W2950467903 cites W2012224392 @default.
• W2950467903 cites W2017170340 @default.
• W2950467903 cites W2019420194 @default.
• W2950467903 cites W2047081748 @default.
• W2950467903 cites W2069754508 @default.
• W2950467903 cites W2113242816 @default.
• W2950467903 cites W2122858723 @default.
• W2950467903 cites W2149446614 @default.
• W2950467903 cites W2150555551 @default.
• W2950467903 cites W2188723048 @default.
• W2950467903 cites W2214916291 @default.
• W2950467903 cites W2336531020 @default.
• W2950467903 cites W2415519834 @default.
• W2950467903 cites W273955616 @default.
• W2950467903 cites W2911964244 @default.
• W2950467903 cites W2912934387 @default.
• W2950467903 cites W3102771269 @default.
• W2950467903 cites W366592016 @default.
• W2950467903 cites W568673721 @default.
• W2950467903 cites W610261309 @default.
• W2950467903 hasPublicationYear "2013" @default.
• W2950467903 type Work @default.
• W2950467903 sameAs 2950467903 @default.
• W2950467903 citedByCount "0" @default.
• W2950467903 crossrefType "posted-content" @default.
• W2950467903 hasAuthorship W2950467903A5037982747 @default.
• W2950467903 hasConcept C105795698 @default.
• W2950467903 hasConcept C106135958 @default.
• W2950467903 hasConcept C11413529 @default.
• W2950467903 hasConcept C117251300 @default.
• W2950467903 hasConcept C121955636 @default.
• W2950467903 hasConcept C12267149 @default.
• W2950467903 hasConcept C128669082 @default.
• W2950467903 hasConcept C134306372 @default.
• W2950467903 hasConcept C144133560 @default.
• W2950467903 hasConcept C154945302 @default.
• W2950467903 hasConcept C162324750 @default.
• W2950467903 hasConcept C169258074 @default.
• W2950467903 hasConcept C185429906 @default.
• W2950467903 hasConcept C196083921 @default.
• W2950467903 hasConcept C2776291640 @default.
• W2950467903 hasConcept C2777303404 @default.
• W2950467903 hasConcept C33923547 @default.
• W2950467903 hasConcept C41008148 @default.
• W2950467903 hasConcept C48372109 @default.
• W2950467903 hasConcept C50522688 @default.
• W2950467903 hasConcept C66905080 @default.
• W2950467903 hasConcept C77553402 @default.
• W2950467903 hasConcept C94375191 @default.
• W2950467903 hasConceptScore W2950467903C105795698 @default.
• W2950467903 hasConceptScore W2950467903C106135958 @default.
• W2950467903 hasConceptScore W2950467903C11413529 @default.
• W2950467903 hasConceptScore W2950467903C117251300 @default.
• W2950467903 hasConceptScore W2950467903C121955636 @default.
• W2950467903 hasConceptScore W2950467903C12267149 @default.
• W2950467903 hasConceptScore W2950467903C128669082 @default.
• W2950467903 hasConceptScore W2950467903C134306372 @default.
• W2950467903 hasConceptScore W2950467903C144133560 @default.
• W2950467903 hasConceptScore W2950467903C154945302 @default.
• W2950467903 hasConceptScore W2950467903C162324750 @default.
• W2950467903 hasConceptScore W2950467903C169258074 @default.
• W2950467903 hasConceptScore W2950467903C185429906 @default.
• W2950467903 hasConceptScore W2950467903C196083921 @default.
• W2950467903 hasConceptScore W2950467903C2776291640 @default.
• W2950467903 hasConceptScore W2950467903C2777303404 @default.
• W2950467903 hasConceptScore W2950467903C33923547 @default.
• W2950467903 hasConceptScore W2950467903C41008148 @default.
• W2950467903 hasConceptScore W2950467903C48372109 @default.
• W2950467903 hasConceptScore W2950467903C50522688 @default.
• W2950467903 hasConceptScore W2950467903C66905080 @default.
• W2950467903 hasConceptScore W2950467903C77553402 @default.
• W2950467903 hasConceptScore W2950467903C94375191 @default.
• W2950467903 hasLocation W29504679031 @default.
• W2950467903 hasOpenAccess W2950467903 @default.
• W2950467903 hasPrimaryLocation W29504679031 @default.
• W2950467903 hasRelatedWork W1517815338 @default.
• W2950467903 hasRelatedWork W1843615162 @default.
• W2950467903 hasRelatedWork W2001303579 @default.
• W2950467903 hasRelatedWork W2049283139 @default.
• W2950467903 hasRelatedWork W2055032487 @default.
• W2950467903 hasRelatedWork W2058794928 @default.
• W2950467903 hasRelatedWork W2087950056 @default.
• W2950467903 hasRelatedWork W2091846274 @default.
• W2950467903 hasRelatedWork W2158040987 @default.
• W2950467903 hasRelatedWork W2532042523 @default.
• W2950467903 hasRelatedWork W2912009252 @default.
• W2950467903 hasRelatedWork W2918899818 @default.

• next