FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3042770619> ?p ?o ?g. }

• W3042770619 abstract "We propose a framework for solving high-dimensional Bayesian inference problems using emph{structure-exploiting} low-dimensional transport maps or flows. These maps are confined to a low-dimensional subspace (hence, lazy), and the subspace is identified by minimizing an upper bound on the Kullback--Leibler divergence (hence, structured). Our framework provides a principled way of identifying and exploiting low-dimensional structure in an inference problem. It focuses the expressiveness of a transport map along the directions of most significant discrepancy from the posterior, and can be used to build deep compositions of lazy maps, where low-dimensional projections of the parameters are iteratively transformed to match the posterior. We prove weak convergence of the generated sequence of distributions to the posterior, and we demonstrate the benefits of the framework on challenging inference problems in machine learning and differential equations, using inverse autoregressive flows and polynomial maps as examples of the underlying density estimators." @default.
• W3042770619 created "2020-07-23" @default.
• W3042770619 creator A5014047174 @default.
• W3042770619 creator A5019138446 @default.
• W3042770619 creator A5027114725 @default.
• W3042770619 creator A5059345649 @default.
• W3042770619 creator A5071702167 @default.
• W3042770619 date "2020-12-06" @default.
• W3042770619 modified "2023-09-29" @default.
• W3042770619 title "Greedy inference with structure-exploiting lazy maps" @default.
• W3042770619 cites W1545319692 @default.
• W3042770619 cites W1826234144 @default.
• W3042770619 cites W1981890344 @default.
• W3042770619 cites W1995565517 @default.
• W3042770619 cites W1998037613 @default.
• W3042770619 cites W2013945773 @default.
• W3042770619 cites W2020328455 @default.
• W3042770619 cites W2023103251 @default.
• W3042770619 cites W2100397110 @default.
• W3042770619 cites W2104067967 @default.
• W3042770619 cites W2128095813 @default.
• W3042770619 cites W2135973421 @default.
• W3042770619 cites W2142737094 @default.
• W3042770619 cites W2144898279 @default.
• W3042770619 cites W2149498546 @default.
• W3042770619 cites W2152657433 @default.
• W3042770619 cites W2153811005 @default.
• W3042770619 cites W2342070830 @default.
• W3042770619 cites W2409550820 @default.
• W3042770619 cites W2462335633 @default.
• W3042770619 cites W2569729041 @default.
• W3042770619 cites W2587284713 @default.
• W3042770619 cites W2743636838 @default.
• W3042770619 cites W2848712137 @default.
• W3042770619 cites W2896691302 @default.
• W3042770619 cites W2913975905 @default.
• W3042770619 cites W2920868047 @default.
• W3042770619 cites W2946795888 @default.
• W3042770619 cites W2962752165 @default.
• W3042770619 cites W2963009826 @default.
• W3042770619 cites W2963047245 @default.
• W3042770619 cites W2963068348 @default.
• W3042770619 cites W2963090522 @default.
• W3042770619 cites W2963755523 @default.
• W3042770619 cites W2963849628 @default.
• W3042770619 cites W2963956018 @default.
• W3042770619 cites W2964121744 @default.
• W3042770619 cites W2964343746 @default.
• W3042770619 cites W2965107313 @default.
• W3042770619 cites W2965543245 @default.
• W3042770619 cites W2970181183 @default.
• W3042770619 cites W2970378037 @default.
• W3042770619 cites W2989128237 @default.
• W3042770619 cites W2992005611 @default.
• W3042770619 cites W2992035660 @default.
• W3042770619 cites W3098198761 @default.
• W3042770619 cites W3098700198 @default.
• W3042770619 cites W3099467939 @default.
• W3042770619 hasPublicationYear "2020" @default.
• W3042770619 type Work @default.
• W3042770619 sameAs 3042770619 @default.
• W3042770619 citedByCount "0" @default.
• W3042770619 crossrefType "proceedings-article" @default.
• W3042770619 hasAuthorship W3042770619A5014047174 @default.
• W3042770619 hasAuthorship W3042770619A5019138446 @default.
• W3042770619 hasAuthorship W3042770619A5027114725 @default.
• W3042770619 hasAuthorship W3042770619A5059345649 @default.
• W3042770619 hasAuthorship W3042770619A5071702167 @default.
• W3042770619 hasBestOaLocation W30427706192 @default.
• W3042770619 hasConcept C11413529 @default.
• W3042770619 hasConcept C128099668 @default.
• W3042770619 hasConcept C154945302 @default.
• W3042770619 hasConcept C204321447 @default.
• W3042770619 hasConcept C2776214188 @default.
• W3042770619 hasConcept C41008148 @default.
• W3042770619 hasConcept C42383842 @default.
• W3042770619 hasConcept C51823790 @default.
• W3042770619 hasConcept C80444323 @default.
• W3042770619 hasConceptScore W3042770619C11413529 @default.
• W3042770619 hasConceptScore W3042770619C128099668 @default.
• W3042770619 hasConceptScore W3042770619C154945302 @default.
• W3042770619 hasConceptScore W3042770619C204321447 @default.
• W3042770619 hasConceptScore W3042770619C2776214188 @default.
• W3042770619 hasConceptScore W3042770619C41008148 @default.
• W3042770619 hasConceptScore W3042770619C42383842 @default.
• W3042770619 hasConceptScore W3042770619C51823790 @default.
• W3042770619 hasConceptScore W3042770619C80444323 @default.
• W3042770619 hasLocation W30427706191 @default.
• W3042770619 hasLocation W30427706192 @default.
• W3042770619 hasOpenAccess W3042770619 @default.
• W3042770619 hasPrimaryLocation W30427706191 @default.
• W3042770619 hasRelatedWork W1513149415 @default.
• W3042770619 hasRelatedWork W2027798793 @default.
• W3042770619 hasRelatedWork W2067104518 @default.
• W3042770619 hasRelatedWork W2211820962 @default.
• W3042770619 hasRelatedWork W2293457016 @default.
• W3042770619 hasRelatedWork W2368651715 @default.
• W3042770619 hasRelatedWork W2611614995 @default.
• W3042770619 hasRelatedWork W2789919619 @default.
• W3042770619 hasRelatedWork W3107474891 @default.

• next