FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2992769304> ?p ?o ?g. }

• W2992769304 abstract "We consider probabilistic multinomial probit classification using Gaussian process (GP) priors. The challenges with the multiclass GP classification are the integration over the non-Gaussian posterior distribution, and the increase of the number of unknown latent variables as the number of target classes grows. Expectation propagation (EP) has proven to be a very accurate method for approximate inference but the existing EP approaches for the multinomial probit GP classification rely on numerical quadratures or independence assumptions between the latent values from different classes to facilitate the computations. In this paper, we propose a novel nested EP approach which does not require numerical quadratures, and approximates accurately all between-class posterior dependencies of the latent values, but still scales linearly in the number of classes. The predictive accuracy of the nested EP approach is compared to Laplace, variational Bayes, and Markov chain Monte Carlo (MCMC) approximations with various benchmark data sets. In the experiments nested EP was the most consistent method with respect to MCMC sampling, but the differences between the compared methods were small if only the classification accuracy is concerned." @default.
• W2992769304 created "2019-12-13" @default.
• W2992769304 creator A5013630182 @default.
• W2992769304 creator A5047269552 @default.
• W2992769304 creator A5048712208 @default.
• W2992769304 date "2012-07-16" @default.
• W2992769304 modified "2023-10-17" @default.
• W2992769304 title "Nested Expectation Propagation for Gaussian Process Classification with a Multinomial Probit Likelihood" @default.
• W2992769304 cites W1515272691 @default.
• W2992769304 cites W1530235965 @default.
• W2992769304 cites W1567512734 @default.
• W2992769304 cites W1746819321 @default.
• W2992769304 cites W1905898145 @default.
• W2992769304 cites W1971554179 @default.
• W2992769304 cites W2017696952 @default.
• W2992769304 cites W2046380768 @default.
• W2992769304 cites W2059448777 @default.
• W2992769304 cites W2085127786 @default.
• W2992769304 cites W2100659887 @default.
• W2992769304 cites W2104924585 @default.
• W2992769304 cites W2108868276 @default.
• W2992769304 cites W2113571038 @default.
• W2992769304 cites W2117063635 @default.
• W2992769304 cites W2126700535 @default.
• W2992769304 cites W2128973832 @default.
• W2992769304 cites W2139036986 @default.
• W2992769304 cites W2140966562 @default.
• W2992769304 cites W2144898279 @default.
• W2992769304 cites W2148319469 @default.
• W2992769304 cites W2151766597 @default.
• W2992769304 cites W2156140776 @default.
• W2992769304 cites W2157826563 @default.
• W2992769304 cites W2159375150 @default.
• W2992769304 cites W2293292859 @default.
• W2992769304 cites W2952148308 @default.
• W2992769304 cites W3120740533 @default.
• W2992769304 cites W336602872 @default.
• W2992769304 cites W44447720 @default.
• W2992769304 doi "https://doi.org/10.48550/arxiv.1207.3649" @default.
• W2992769304 hasPublicationYear "2012" @default.
• W2992769304 type Work @default.
• W2992769304 sameAs 2992769304 @default.
• W2992769304 citedByCount "17" @default.
• W2992769304 countsByYear W29927693042012 @default.
• W2992769304 countsByYear W29927693042013 @default.
• W2992769304 countsByYear W29927693042014 @default.
• W2992769304 countsByYear W29927693042016 @default.
• W2992769304 countsByYear W29927693042017 @default.
• W2992769304 countsByYear W29927693042019 @default.
• W2992769304 countsByYear W29927693042020 @default.
• W2992769304 crossrefType "posted-content" @default.
• W2992769304 hasAuthorship W2992769304A5013630182 @default.
• W2992769304 hasAuthorship W2992769304A5047269552 @default.
• W2992769304 hasAuthorship W2992769304A5048712208 @default.
• W2992769304 hasBestOaLocation W29927693041 @default.
• W2992769304 hasConcept C105795698 @default.
• W2992769304 hasConcept C107673813 @default.
• W2992769304 hasConcept C111350023 @default.
• W2992769304 hasConcept C11413529 @default.
• W2992769304 hasConcept C121332964 @default.
• W2992769304 hasConcept C160234255 @default.
• W2992769304 hasConcept C163716315 @default.
• W2992769304 hasConcept C177769412 @default.
• W2992769304 hasConcept C192065140 @default.
• W2992769304 hasConcept C22243797 @default.
• W2992769304 hasConcept C2779363554 @default.
• W2992769304 hasConcept C28826006 @default.
• W2992769304 hasConcept C33923547 @default.
• W2992769304 hasConcept C46704056 @default.
• W2992769304 hasConcept C57830394 @default.
• W2992769304 hasConcept C61326573 @default.
• W2992769304 hasConcept C62520636 @default.
• W2992769304 hasConcept C67257552 @default.
• W2992769304 hasConceptScore W2992769304C105795698 @default.
• W2992769304 hasConceptScore W2992769304C107673813 @default.
• W2992769304 hasConceptScore W2992769304C111350023 @default.
• W2992769304 hasConceptScore W2992769304C11413529 @default.
• W2992769304 hasConceptScore W2992769304C121332964 @default.
• W2992769304 hasConceptScore W2992769304C160234255 @default.
• W2992769304 hasConceptScore W2992769304C163716315 @default.
• W2992769304 hasConceptScore W2992769304C177769412 @default.
• W2992769304 hasConceptScore W2992769304C192065140 @default.
• W2992769304 hasConceptScore W2992769304C22243797 @default.
• W2992769304 hasConceptScore W2992769304C2779363554 @default.
• W2992769304 hasConceptScore W2992769304C28826006 @default.
• W2992769304 hasConceptScore W2992769304C33923547 @default.
• W2992769304 hasConceptScore W2992769304C46704056 @default.
• W2992769304 hasConceptScore W2992769304C57830394 @default.
• W2992769304 hasConceptScore W2992769304C61326573 @default.
• W2992769304 hasConceptScore W2992769304C62520636 @default.
• W2992769304 hasConceptScore W2992769304C67257552 @default.
• W2992769304 hasLocation W29927693041 @default.
• W2992769304 hasOpenAccess W2992769304 @default.
• W2992769304 hasPrimaryLocation W29927693041 @default.
• W2992769304 hasRelatedWork W2010111480 @default.
• W2992769304 hasRelatedWork W2148319469 @default.
• W2992769304 hasRelatedWork W2949920428 @default.
• W2992769304 hasRelatedWork W2951285466 @default.
• W2992769304 hasRelatedWork W2992769304 @default.
• W2992769304 hasRelatedWork W3043651324 @default.

• next