FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2798354117> ?p ?o ?g. }

• W2798354117 abstract "There has recently been a concerted effort to derive mechanisms in vision and machine learning systems to offer uncertainty estimates of the predictions they make. Clearly, there are enormous benefits to a system that is not only accurate but also has a sense for when it is not sure. Existing proposals center around Bayesian interpretations of modern deep architectures -- these are effective but can often be computationally demanding. We show how classical ideas in the literature on exponential families on probabilistic networks provide an excellent starting point to derive uncertainty estimates in Gated Recurrent Units (GRU). Our proposal directly quantifies uncertainty deterministically, without the need for costly sampling-based estimation. We demonstrate how our model can be used to quantitatively and qualitatively measure uncertainty in unsupervised image sequence prediction. To our knowledge, this is the first result describing sampling-free uncertainty estimation for powerful sequential models such as GRUs." @default.
• W2798354117 created "2018-05-07" @default.
• W2798354117 creator A5013772982 @default.
• W2798354117 creator A5022991142 @default.
• W2798354117 creator A5084814930 @default.
• W2798354117 creator A5089308107 @default.
• W2798354117 date "2018-04-19" @default.
• W2798354117 modified "2023-09-27" @default.
• W2798354117 title "Sampling-free Uncertainty Estimation in Gated Recurrent Units with Exponential Families" @default.
• W2798354117 cites W1591801644 @default.
• W2798354117 cites W1689711448 @default.
• W2798354117 cites W1821462560 @default.
• W2798354117 cites W1924770834 @default.
• W2798354117 cites W2047229728 @default.
• W2798354117 cites W2101709642 @default.
• W2798354117 cites W2108677974 @default.
• W2798354117 cites W2111051539 @default.
• W2798354117 cites W2111959010 @default.
• W2798354117 cites W2116261113 @default.
• W2798354117 cites W2116435618 @default.
• W2798354117 cites W2117670920 @default.
• W2798354117 cites W2167433878 @default.
• W2798354117 cites W2193413348 @default.
• W2798354117 cites W2259472270 @default.
• W2798354117 cites W2524803249 @default.
• W2798354117 cites W2525778437 @default.
• W2798354117 cites W2568597297 @default.
• W2798354117 cites W2606554264 @default.
• W2798354117 cites W2949790628 @default.
• W2798354117 cites W2950177356 @default.
• W2798354117 cites W2950635152 @default.
• W2798354117 cites W2951266961 @default.
• W2798354117 cites W2963238274 @default.
• W2798354117 cites W2963629403 @default.
• W2798354117 cites W2963811225 @default.
• W2798354117 cites W2963843052 @default.
• W2798354117 cites W2964059111 @default.
• W2798354117 cites W2964121744 @default.
• W2798354117 cites W581956982 @default.
• W2798354117 hasPublicationYear "2018" @default.
• W2798354117 type Work @default.
• W2798354117 sameAs 2798354117 @default.
• W2798354117 citedByCount "1" @default.
• W2798354117 countsByYear W27983541172019 @default.
• W2798354117 crossrefType "posted-content" @default.
• W2798354117 hasAuthorship W2798354117A5013772982 @default.
• W2798354117 hasAuthorship W2798354117A5022991142 @default.
• W2798354117 hasAuthorship W2798354117A5084814930 @default.
• W2798354117 hasAuthorship W2798354117A5089308107 @default.
• W2798354117 hasConcept C105795698 @default.
• W2798354117 hasConcept C106131492 @default.
• W2798354117 hasConcept C107673813 @default.
• W2798354117 hasConcept C11413529 @default.
• W2798354117 hasConcept C119857082 @default.
• W2798354117 hasConcept C124101348 @default.
• W2798354117 hasConcept C140779682 @default.
• W2798354117 hasConcept C154945302 @default.
• W2798354117 hasConcept C162324750 @default.
• W2798354117 hasConcept C187736073 @default.
• W2798354117 hasConcept C2524010 @default.
• W2798354117 hasConcept C2778112365 @default.
• W2798354117 hasConcept C2780009758 @default.
• W2798354117 hasConcept C28719098 @default.
• W2798354117 hasConcept C31972630 @default.
• W2798354117 hasConcept C33923547 @default.
• W2798354117 hasConcept C41008148 @default.
• W2798354117 hasConcept C41426520 @default.
• W2798354117 hasConcept C49937458 @default.
• W2798354117 hasConcept C54355233 @default.
• W2798354117 hasConcept C55974624 @default.
• W2798354117 hasConcept C86803240 @default.
• W2798354117 hasConcept C96250715 @default.
• W2798354117 hasConceptScore W2798354117C105795698 @default.
• W2798354117 hasConceptScore W2798354117C106131492 @default.
• W2798354117 hasConceptScore W2798354117C107673813 @default.
• W2798354117 hasConceptScore W2798354117C11413529 @default.
• W2798354117 hasConceptScore W2798354117C119857082 @default.
• W2798354117 hasConceptScore W2798354117C124101348 @default.
• W2798354117 hasConceptScore W2798354117C140779682 @default.
• W2798354117 hasConceptScore W2798354117C154945302 @default.
• W2798354117 hasConceptScore W2798354117C162324750 @default.
• W2798354117 hasConceptScore W2798354117C187736073 @default.
• W2798354117 hasConceptScore W2798354117C2524010 @default.
• W2798354117 hasConceptScore W2798354117C2778112365 @default.
• W2798354117 hasConceptScore W2798354117C2780009758 @default.
• W2798354117 hasConceptScore W2798354117C28719098 @default.
• W2798354117 hasConceptScore W2798354117C31972630 @default.
• W2798354117 hasConceptScore W2798354117C33923547 @default.
• W2798354117 hasConceptScore W2798354117C41008148 @default.
• W2798354117 hasConceptScore W2798354117C41426520 @default.
• W2798354117 hasConceptScore W2798354117C49937458 @default.
• W2798354117 hasConceptScore W2798354117C54355233 @default.
• W2798354117 hasConceptScore W2798354117C55974624 @default.
• W2798354117 hasConceptScore W2798354117C86803240 @default.
• W2798354117 hasConceptScore W2798354117C96250715 @default.
• W2798354117 hasLocation W27983541171 @default.
• W2798354117 hasOpenAccess W2798354117 @default.
• W2798354117 hasPrimaryLocation W27983541171 @default.
• W2798354117 hasRelatedWork W2328793400 @default.
• W2798354117 hasRelatedWork W2559905398 @default.

• next