FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2952720608> ?p ?o ?g. }

• W2952720608 abstract "Expectation propagation (EP) is a deterministic approximation algorithm that is often used to perform approximate Bayesian parameter learning. EP approximates the full intractable posterior distribution through a set of local approximations that are iteratively refined for each datapoint. EP can offer analytic and computational advantages over other approximations, such as Variational Inference (VI), and is the method of choice for a number of models. The local nature of EP appears to make it an ideal candidate for performing Bayesian learning on large models in large-scale dataset settings. However, EP has a crucial limitation in this context: the number of approximating factors needs to increase with the number of data-points, N, which often entails a prohibitively large memory overhead. This paper presents an extension to EP, called stochastic expectation propagation (SEP), that maintains a global posterior approximation (like VI) but updates it in a local way (like EP). Experiments on a number of canonical learning problems using synthetic and real-world datasets indicate that SEP performs almost as well as full EP, but reduces the memory consumption by a factor of $N$. SEP is therefore ideally suited to performing approximate Bayesian learning in the large model, large dataset setting." @default.
• W2952720608 created "2019-06-27" @default.
• W2952720608 creator A5029396252 @default.
• W2952720608 creator A5038242041 @default.
• W2952720608 creator A5072490106 @default.
• W2952720608 date "2015-06-12" @default.
• W2952720608 modified "2023-09-27" @default.
• W2952720608 title "Stochastic Expectation Propagation" @default.
• W2952720608 cites W1492761431 @default.
• W2952720608 cites W1495213549 @default.
• W2952720608 cites W1516111018 @default.
• W2952720608 cites W1530235965 @default.
• W2952720608 cites W1534417711 @default.
• W2952720608 cites W1559536185 @default.
• W2952720608 cites W1562793886 @default.
• W2952720608 cites W1624701674 @default.
• W2952720608 cites W1706348565 @default.
• W2952720608 cites W1880262756 @default.
• W2952720608 cites W2115979064 @default.
• W2952720608 cites W2124654932 @default.
• W2952720608 cites W2140966562 @default.
• W2952720608 cites W2156358825 @default.
• W2952720608 cites W2166851633 @default.
• W2952720608 cites W2950177356 @default.
• W2952720608 cites W2950413897 @default.
• W2952720608 cites W2963977107 @default.
• W2952720608 cites W3401598 @default.
• W2952720608 hasPublicationYear "2015" @default.
• W2952720608 type Work @default.
• W2952720608 sameAs 2952720608 @default.
• W2952720608 citedByCount "22" @default.
• W2952720608 countsByYear W29527206082015 @default.
• W2952720608 countsByYear W29527206082016 @default.
• W2952720608 countsByYear W29527206082017 @default.
• W2952720608 countsByYear W29527206082018 @default.
• W2952720608 countsByYear W29527206082019 @default.
• W2952720608 countsByYear W29527206082020 @default.
• W2952720608 countsByYear W29527206082021 @default.
• W2952720608 crossrefType "posted-content" @default.
• W2952720608 hasAuthorship W2952720608A5029396252 @default.
• W2952720608 hasAuthorship W2952720608A5038242041 @default.
• W2952720608 hasAuthorship W2952720608A5072490106 @default.
• W2952720608 hasConcept C107673813 @default.
• W2952720608 hasConcept C11413529 @default.
• W2952720608 hasConcept C119857082 @default.
• W2952720608 hasConcept C121332964 @default.
• W2952720608 hasConcept C126255220 @default.
• W2952720608 hasConcept C151730666 @default.
• W2952720608 hasConcept C154945302 @default.
• W2952720608 hasConcept C160234255 @default.
• W2952720608 hasConcept C163716315 @default.
• W2952720608 hasConcept C177264268 @default.
• W2952720608 hasConcept C199360897 @default.
• W2952720608 hasConcept C2776214188 @default.
• W2952720608 hasConcept C2777472644 @default.
• W2952720608 hasConcept C2779343474 @default.
• W2952720608 hasConcept C2779363554 @default.
• W2952720608 hasConcept C33923547 @default.
• W2952720608 hasConcept C41008148 @default.
• W2952720608 hasConcept C57830394 @default.
• W2952720608 hasConcept C61326573 @default.
• W2952720608 hasConcept C62520636 @default.
• W2952720608 hasConcept C86803240 @default.
• W2952720608 hasConceptScore W2952720608C107673813 @default.
• W2952720608 hasConceptScore W2952720608C11413529 @default.
• W2952720608 hasConceptScore W2952720608C119857082 @default.
• W2952720608 hasConceptScore W2952720608C121332964 @default.
• W2952720608 hasConceptScore W2952720608C126255220 @default.
• W2952720608 hasConceptScore W2952720608C151730666 @default.
• W2952720608 hasConceptScore W2952720608C154945302 @default.
• W2952720608 hasConceptScore W2952720608C160234255 @default.
• W2952720608 hasConceptScore W2952720608C163716315 @default.
• W2952720608 hasConceptScore W2952720608C177264268 @default.
• W2952720608 hasConceptScore W2952720608C199360897 @default.
• W2952720608 hasConceptScore W2952720608C2776214188 @default.
• W2952720608 hasConceptScore W2952720608C2777472644 @default.
• W2952720608 hasConceptScore W2952720608C2779343474 @default.
• W2952720608 hasConceptScore W2952720608C2779363554 @default.
• W2952720608 hasConceptScore W2952720608C33923547 @default.
• W2952720608 hasConceptScore W2952720608C41008148 @default.
• W2952720608 hasConceptScore W2952720608C57830394 @default.
• W2952720608 hasConceptScore W2952720608C61326573 @default.
• W2952720608 hasConceptScore W2952720608C62520636 @default.
• W2952720608 hasConceptScore W2952720608C86803240 @default.
• W2952720608 hasLocation W29527206081 @default.
• W2952720608 hasOpenAccess W2952720608 @default.
• W2952720608 hasPrimaryLocation W29527206081 @default.
• W2952720608 hasRelatedWork W137285897 @default.
• W2952720608 hasRelatedWork W1515272691 @default.
• W2952720608 hasRelatedWork W1516111018 @default.
• W2952720608 hasRelatedWork W1520168181 @default.
• W2952720608 hasRelatedWork W1530235965 @default.
• W2952720608 hasRelatedWork W1569946230 @default.
• W2952720608 hasRelatedWork W1571870753 @default.
• W2952720608 hasRelatedWork W1746819321 @default.
• W2952720608 hasRelatedWork W1934021597 @default.
• W2952720608 hasRelatedWork W1959608418 @default.
• W2952720608 hasRelatedWork W2108677974 @default.
• W2952720608 hasRelatedWork W2166851633 @default.
• W2952720608 hasRelatedWork W2174803045 @default.

• next