Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287121269> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W4287121269 abstract "Spatio-temporal forecasting has numerous applications in analyzing wireless, traffic, and financial networks. Many classical statistical models often fall short in handling the complexity and high non-linearity present in time-series data. Recent advances in deep learning allow for better modelling of spatial and temporal dependencies. While most of these models focus on obtaining accurate point forecasts, they do not characterize the prediction uncertainty. In this work, we consider the time-series data as a random realization from a nonlinear state-space model and target Bayesian inference of the hidden states for probabilistic forecasting. We use particle flow as the tool for approximating the posterior distribution of the states, as it is shown to be highly effective in complex, high-dimensional settings. Thorough experimentation on several real world time-series datasets demonstrates that our approach provides better characterization of uncertainty while maintaining comparable accuracy to the state-of-the art point forecasting methods." @default.
- W4287121269 created "2022-07-25" @default.
- W4287121269 creator A5009031715 @default.
- W4287121269 creator A5012655191 @default.
- W4287121269 creator A5039918531 @default.
- W4287121269 creator A5074277827 @default.
- W4287121269 date "2021-06-10" @default.
- W4287121269 modified "2023-10-17" @default.
- W4287121269 title "RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting" @default.
- W4287121269 doi "https://doi.org/10.48550/arxiv.2106.06064" @default.
- W4287121269 hasPublicationYear "2021" @default.
- W4287121269 type Work @default.
- W4287121269 citedByCount "0" @default.
- W4287121269 crossrefType "posted-content" @default.
- W4287121269 hasAuthorship W4287121269A5009031715 @default.
- W4287121269 hasAuthorship W4287121269A5012655191 @default.
- W4287121269 hasAuthorship W4287121269A5039918531 @default.
- W4287121269 hasAuthorship W4287121269A5074277827 @default.
- W4287121269 hasBestOaLocation W42871212691 @default.
- W4287121269 hasConcept C105795698 @default.
- W4287121269 hasConcept C107673813 @default.
- W4287121269 hasConcept C114289077 @default.
- W4287121269 hasConcept C119857082 @default.
- W4287121269 hasConcept C120665830 @default.
- W4287121269 hasConcept C121332964 @default.
- W4287121269 hasConcept C122282355 @default.
- W4287121269 hasConcept C124101348 @default.
- W4287121269 hasConcept C143724316 @default.
- W4287121269 hasConcept C151406439 @default.
- W4287121269 hasConcept C151730666 @default.
- W4287121269 hasConcept C154945302 @default.
- W4287121269 hasConcept C157286648 @default.
- W4287121269 hasConcept C160234255 @default.
- W4287121269 hasConcept C192209626 @default.
- W4287121269 hasConcept C2776214188 @default.
- W4287121269 hasConcept C2781089630 @default.
- W4287121269 hasConcept C33923547 @default.
- W4287121269 hasConcept C41008148 @default.
- W4287121269 hasConcept C49937458 @default.
- W4287121269 hasConcept C52421305 @default.
- W4287121269 hasConcept C72434380 @default.
- W4287121269 hasConcept C86803240 @default.
- W4287121269 hasConceptScore W4287121269C105795698 @default.
- W4287121269 hasConceptScore W4287121269C107673813 @default.
- W4287121269 hasConceptScore W4287121269C114289077 @default.
- W4287121269 hasConceptScore W4287121269C119857082 @default.
- W4287121269 hasConceptScore W4287121269C120665830 @default.
- W4287121269 hasConceptScore W4287121269C121332964 @default.
- W4287121269 hasConceptScore W4287121269C122282355 @default.
- W4287121269 hasConceptScore W4287121269C124101348 @default.
- W4287121269 hasConceptScore W4287121269C143724316 @default.
- W4287121269 hasConceptScore W4287121269C151406439 @default.
- W4287121269 hasConceptScore W4287121269C151730666 @default.
- W4287121269 hasConceptScore W4287121269C154945302 @default.
- W4287121269 hasConceptScore W4287121269C157286648 @default.
- W4287121269 hasConceptScore W4287121269C160234255 @default.
- W4287121269 hasConceptScore W4287121269C192209626 @default.
- W4287121269 hasConceptScore W4287121269C2776214188 @default.
- W4287121269 hasConceptScore W4287121269C2781089630 @default.
- W4287121269 hasConceptScore W4287121269C33923547 @default.
- W4287121269 hasConceptScore W4287121269C41008148 @default.
- W4287121269 hasConceptScore W4287121269C49937458 @default.
- W4287121269 hasConceptScore W4287121269C52421305 @default.
- W4287121269 hasConceptScore W4287121269C72434380 @default.
- W4287121269 hasConceptScore W4287121269C86803240 @default.
- W4287121269 hasLocation W42871212691 @default.
- W4287121269 hasOpenAccess W4287121269 @default.
- W4287121269 hasPrimaryLocation W42871212691 @default.
- W4287121269 hasRelatedWork W150371631 @default.
- W4287121269 hasRelatedWork W2511279186 @default.
- W4287121269 hasRelatedWork W2946004347 @default.
- W4287121269 hasRelatedWork W2963058055 @default.
- W4287121269 hasRelatedWork W3099598807 @default.
- W4287121269 hasRelatedWork W3128505623 @default.
- W4287121269 hasRelatedWork W3169831079 @default.
- W4287121269 hasRelatedWork W3172157804 @default.
- W4287121269 hasRelatedWork W4283586911 @default.
- W4287121269 hasRelatedWork W4287121269 @default.
- W4287121269 isParatext "false" @default.
- W4287121269 isRetracted "false" @default.
- W4287121269 workType "article" @default.