Matches in SemOpenAlex for { <https://semopenalex.org/work/W4309261609> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4309261609 abstract "Traditional NNs often lack the ability for uncertainty quantification. Bayesian NNs(BNNs) could help measure the confidence level by using distributions in NNs modeling. Besides, knowledge is commonly available and could improve the performance of BNNs if it can be properly incorporated. In this work, we propose a novel Posterior-Regularized BNN(PR-BNN) model by incorporating soft and hard constraints as a posterior regularization term. We also propose an augmented Lagrangian method and stochastic optimization algorithm for efficient updating via Monte Carlo sampling. The simulations and case studies for solar PV plants have shown the performance improvement of the proposed model over traditional BNNs." @default.
- W4309261609 created "2022-11-25" @default.
- W4309261609 creator A5026332974 @default.
- W4309261609 creator A5033440697 @default.
- W4309261609 creator A5052702236 @default.
- W4309261609 date "2022-10-17" @default.
- W4309261609 modified "2023-09-27" @default.
- W4309261609 title "Posterior Regularized Bayesian Neural Network" @default.
- W4309261609 doi "https://doi.org/10.2172/1895353" @default.
- W4309261609 hasPublicationYear "2022" @default.
- W4309261609 type Work @default.
- W4309261609 citedByCount "0" @default.
- W4309261609 crossrefType "proceedings-article" @default.
- W4309261609 hasAuthorship W4309261609A5026332974 @default.
- W4309261609 hasAuthorship W4309261609A5033440697 @default.
- W4309261609 hasAuthorship W4309261609A5052702236 @default.
- W4309261609 hasConcept C105795698 @default.
- W4309261609 hasConcept C106131492 @default.
- W4309261609 hasConcept C107673813 @default.
- W4309261609 hasConcept C11413529 @default.
- W4309261609 hasConcept C119857082 @default.
- W4309261609 hasConcept C124101348 @default.
- W4309261609 hasConcept C126255220 @default.
- W4309261609 hasConcept C140779682 @default.
- W4309261609 hasConcept C154945302 @default.
- W4309261609 hasConcept C160234255 @default.
- W4309261609 hasConcept C191413810 @default.
- W4309261609 hasConcept C19499675 @default.
- W4309261609 hasConcept C2776135515 @default.
- W4309261609 hasConcept C2780009758 @default.
- W4309261609 hasConcept C31972630 @default.
- W4309261609 hasConcept C33923547 @default.
- W4309261609 hasConcept C41008148 @default.
- W4309261609 hasConcept C50644808 @default.
- W4309261609 hasConcept C52740198 @default.
- W4309261609 hasConcept C57830394 @default.
- W4309261609 hasConcept C99173435 @default.
- W4309261609 hasConceptScore W4309261609C105795698 @default.
- W4309261609 hasConceptScore W4309261609C106131492 @default.
- W4309261609 hasConceptScore W4309261609C107673813 @default.
- W4309261609 hasConceptScore W4309261609C11413529 @default.
- W4309261609 hasConceptScore W4309261609C119857082 @default.
- W4309261609 hasConceptScore W4309261609C124101348 @default.
- W4309261609 hasConceptScore W4309261609C126255220 @default.
- W4309261609 hasConceptScore W4309261609C140779682 @default.
- W4309261609 hasConceptScore W4309261609C154945302 @default.
- W4309261609 hasConceptScore W4309261609C160234255 @default.
- W4309261609 hasConceptScore W4309261609C191413810 @default.
- W4309261609 hasConceptScore W4309261609C19499675 @default.
- W4309261609 hasConceptScore W4309261609C2776135515 @default.
- W4309261609 hasConceptScore W4309261609C2780009758 @default.
- W4309261609 hasConceptScore W4309261609C31972630 @default.
- W4309261609 hasConceptScore W4309261609C33923547 @default.
- W4309261609 hasConceptScore W4309261609C41008148 @default.
- W4309261609 hasConceptScore W4309261609C50644808 @default.
- W4309261609 hasConceptScore W4309261609C52740198 @default.
- W4309261609 hasConceptScore W4309261609C57830394 @default.
- W4309261609 hasConceptScore W4309261609C99173435 @default.
- W4309261609 hasLocation W43092616091 @default.
- W4309261609 hasLocation W43092616092 @default.
- W4309261609 hasOpenAccess W4309261609 @default.
- W4309261609 hasPrimaryLocation W43092616091 @default.
- W4309261609 hasRelatedWork W118730952 @default.
- W4309261609 hasRelatedWork W1529069387 @default.
- W4309261609 hasRelatedWork W1980584819 @default.
- W4309261609 hasRelatedWork W2032094637 @default.
- W4309261609 hasRelatedWork W2081420412 @default.
- W4309261609 hasRelatedWork W2369671318 @default.
- W4309261609 hasRelatedWork W2617021092 @default.
- W4309261609 hasRelatedWork W2981461142 @default.
- W4309261609 hasRelatedWork W4246347010 @default.
- W4309261609 hasRelatedWork W2184215046 @default.
- W4309261609 isParatext "false" @default.
- W4309261609 isRetracted "false" @default.
- W4309261609 workType "article" @default.