Matches in SemOpenAlex for { <https://semopenalex.org/work/W4286967754> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4286967754 abstract "This paper considers the problem of Bayesian transfer learning-based knowledge fusion between linear state-space processes driven by uniform state and observation noise processes. The target task conditions on probabilistic state predictor(s) supplied by the source filtering task(s) to improve its own state estimate. A joint model of the target and source(s) is not required and is not elicited. The resulting decision-making problem for choosing the optimal conditional target filtering distribution under incomplete modelling is solved via fully probabilistic design (FPD), i.e. via appropriate minimization of Kullback-Leibler divergence (KLD). The resulting FPD-optimal target learner is robust, in the sense that it can reject poor-quality source knowledge. In addition, the fact that this Bayesian transfer learning (BTL) scheme does not depend on a model of interaction between the source and target tasks ensures robustness to the misspecification of such a model. The latter is a problem that affects conventional transfer learning methods. The properties of the proposed BTL scheme are demonstrated via extensive simulations, and in comparison with two contemporary alternatives." @default.
- W4286967754 created "2022-07-25" @default.
- W4286967754 creator A5049826442 @default.
- W4286967754 creator A5068376904 @default.
- W4286967754 creator A5072296035 @default.
- W4286967754 date "2021-09-22" @default.
- W4286967754 modified "2023-09-29" @default.
- W4286967754 title "Fully probabilistic design for knowledge fusion between Bayesian filters under uniform disturbances" @default.
- W4286967754 doi "https://doi.org/10.48550/arxiv.2109.10596" @default.
- W4286967754 hasPublicationYear "2021" @default.
- W4286967754 type Work @default.
- W4286967754 citedByCount "0" @default.
- W4286967754 crossrefType "posted-content" @default.
- W4286967754 hasAuthorship W4286967754A5049826442 @default.
- W4286967754 hasAuthorship W4286967754A5068376904 @default.
- W4286967754 hasAuthorship W4286967754A5072296035 @default.
- W4286967754 hasBestOaLocation W42869677541 @default.
- W4286967754 hasConcept C104317684 @default.
- W4286967754 hasConcept C105795698 @default.
- W4286967754 hasConcept C107673813 @default.
- W4286967754 hasConcept C11413529 @default.
- W4286967754 hasConcept C119857082 @default.
- W4286967754 hasConcept C127413603 @default.
- W4286967754 hasConcept C138885662 @default.
- W4286967754 hasConcept C147764199 @default.
- W4286967754 hasConcept C150899416 @default.
- W4286967754 hasConcept C154945302 @default.
- W4286967754 hasConcept C185592680 @default.
- W4286967754 hasConcept C199360897 @default.
- W4286967754 hasConcept C201995342 @default.
- W4286967754 hasConcept C207390915 @default.
- W4286967754 hasConcept C2780451532 @default.
- W4286967754 hasConcept C33923547 @default.
- W4286967754 hasConcept C41008148 @default.
- W4286967754 hasConcept C41895202 @default.
- W4286967754 hasConcept C43555835 @default.
- W4286967754 hasConcept C49937458 @default.
- W4286967754 hasConcept C55493867 @default.
- W4286967754 hasConcept C63479239 @default.
- W4286967754 hasConcept C72434380 @default.
- W4286967754 hasConceptScore W4286967754C104317684 @default.
- W4286967754 hasConceptScore W4286967754C105795698 @default.
- W4286967754 hasConceptScore W4286967754C107673813 @default.
- W4286967754 hasConceptScore W4286967754C11413529 @default.
- W4286967754 hasConceptScore W4286967754C119857082 @default.
- W4286967754 hasConceptScore W4286967754C127413603 @default.
- W4286967754 hasConceptScore W4286967754C138885662 @default.
- W4286967754 hasConceptScore W4286967754C147764199 @default.
- W4286967754 hasConceptScore W4286967754C150899416 @default.
- W4286967754 hasConceptScore W4286967754C154945302 @default.
- W4286967754 hasConceptScore W4286967754C185592680 @default.
- W4286967754 hasConceptScore W4286967754C199360897 @default.
- W4286967754 hasConceptScore W4286967754C201995342 @default.
- W4286967754 hasConceptScore W4286967754C207390915 @default.
- W4286967754 hasConceptScore W4286967754C2780451532 @default.
- W4286967754 hasConceptScore W4286967754C33923547 @default.
- W4286967754 hasConceptScore W4286967754C41008148 @default.
- W4286967754 hasConceptScore W4286967754C41895202 @default.
- W4286967754 hasConceptScore W4286967754C43555835 @default.
- W4286967754 hasConceptScore W4286967754C49937458 @default.
- W4286967754 hasConceptScore W4286967754C55493867 @default.
- W4286967754 hasConceptScore W4286967754C63479239 @default.
- W4286967754 hasConceptScore W4286967754C72434380 @default.
- W4286967754 hasLocation W42869677541 @default.
- W4286967754 hasOpenAccess W4286967754 @default.
- W4286967754 hasPrimaryLocation W42869677541 @default.
- W4286967754 hasRelatedWork W2960456850 @default.
- W4286967754 hasRelatedWork W4213299466 @default.
- W4286967754 hasRelatedWork W4225307033 @default.
- W4286967754 hasRelatedWork W4281382123 @default.
- W4286967754 hasRelatedWork W4281645081 @default.
- W4286967754 hasRelatedWork W4286967754 @default.
- W4286967754 hasRelatedWork W4294306704 @default.
- W4286967754 hasRelatedWork W4308262314 @default.
- W4286967754 hasRelatedWork W4318834068 @default.
- W4286967754 hasRelatedWork W4318957922 @default.
- W4286967754 isParatext "false" @default.
- W4286967754 isRetracted "false" @default.
- W4286967754 workType "article" @default.