Matches in SemOpenAlex for { <https://semopenalex.org/work/W2167923228> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W2167923228 abstract "Recent advances in the estimation of deep directed graphical models and recurrent networks let us contribute to the removal of a blind spot in the area of probabilistc modelling of time series. The proposed methods i) can infer distributed latent state-space trajectories with nonlinear transitions, ii) scale to large data sets thanks to the use of a stochastic objective and fast, approximate inference, iii) enable the design of rich emission models which iv) will naturally lead to structured outputs. Two different paths of introducing latent state sequences are pursued, leading to the variational recurrent auto encoder (VRAE) and the variational one step predictor (VOSP). The use of independent Wiener processes as priors on the latent state sequence is a viable compromise between efficient computation of the Kullback-Leibler divergence from the variational approximation of the posterior and maintaining a reasonable belief in the dynamics. We verify our methods empirically, obtaining results close or superior to the state of the art. We also show qualitative results for denoising and missing value imputation." @default.
- W2167923228 created "2016-06-24" @default.
- W2167923228 creator A5049949400 @default.
- W2167923228 creator A5068886220 @default.
- W2167923228 date "2014-06-06" @default.
- W2167923228 modified "2023-09-27" @default.
- W2167923228 title "Variational inference of latent state sequences using Recurrent Networks" @default.
- W2167923228 cites W104184427 @default.
- W2167923228 cites W1579853615 @default.
- W2167923228 cites W1605920984 @default.
- W2167923228 cites W1746819321 @default.
- W2167923228 cites W1810943226 @default.
- W2167923228 cites W1889624880 @default.
- W2167923228 cites W1904365287 @default.
- W2167923228 cites W1909320841 @default.
- W2167923228 cites W1993845689 @default.
- W2167923228 cites W2070797946 @default.
- W2167923228 cites W2108563286 @default.
- W2167923228 cites W2108677974 @default.
- W2167923228 cites W2112656927 @default.
- W2167923228 cites W2115701093 @default.
- W2167923228 cites W2118103795 @default.
- W2167923228 cites W2159505618 @default.
- W2167923228 cites W2162911105 @default.
- W2167923228 cites W2167898728 @default.
- W2167923228 cites W2252143850 @default.
- W2167923228 cites W2950181882 @default.
- W2167923228 cites W2950689855 @default.
- W2167923228 cites W2951004968 @default.
- W2167923228 cites W2951446714 @default.
- W2167923228 cites W35527955 @default.
- W2167923228 cites W72088563 @default.
- W2167923228 hasPublicationYear "2014" @default.
- W2167923228 type Work @default.
- W2167923228 sameAs 2167923228 @default.
- W2167923228 citedByCount "0" @default.
- W2167923228 crossrefType "posted-content" @default.
- W2167923228 hasAuthorship W2167923228A5049949400 @default.
- W2167923228 hasAuthorship W2167923228A5068886220 @default.
- W2167923228 hasConcept C107673813 @default.
- W2167923228 hasConcept C11413529 @default.
- W2167923228 hasConcept C119857082 @default.
- W2167923228 hasConcept C138885662 @default.
- W2167923228 hasConcept C154945302 @default.
- W2167923228 hasConcept C171752962 @default.
- W2167923228 hasConcept C177769412 @default.
- W2167923228 hasConcept C207390915 @default.
- W2167923228 hasConcept C2776214188 @default.
- W2167923228 hasConcept C2778112365 @default.
- W2167923228 hasConcept C33923547 @default.
- W2167923228 hasConcept C41008148 @default.
- W2167923228 hasConcept C41895202 @default.
- W2167923228 hasConcept C51167844 @default.
- W2167923228 hasConcept C54355233 @default.
- W2167923228 hasConcept C86803240 @default.
- W2167923228 hasConcept C9357733 @default.
- W2167923228 hasConceptScore W2167923228C107673813 @default.
- W2167923228 hasConceptScore W2167923228C11413529 @default.
- W2167923228 hasConceptScore W2167923228C119857082 @default.
- W2167923228 hasConceptScore W2167923228C138885662 @default.
- W2167923228 hasConceptScore W2167923228C154945302 @default.
- W2167923228 hasConceptScore W2167923228C171752962 @default.
- W2167923228 hasConceptScore W2167923228C177769412 @default.
- W2167923228 hasConceptScore W2167923228C207390915 @default.
- W2167923228 hasConceptScore W2167923228C2776214188 @default.
- W2167923228 hasConceptScore W2167923228C2778112365 @default.
- W2167923228 hasConceptScore W2167923228C33923547 @default.
- W2167923228 hasConceptScore W2167923228C41008148 @default.
- W2167923228 hasConceptScore W2167923228C41895202 @default.
- W2167923228 hasConceptScore W2167923228C51167844 @default.
- W2167923228 hasConceptScore W2167923228C54355233 @default.
- W2167923228 hasConceptScore W2167923228C86803240 @default.
- W2167923228 hasConceptScore W2167923228C9357733 @default.
- W2167923228 hasLocation W21679232281 @default.
- W2167923228 hasOpenAccess W2167923228 @default.
- W2167923228 hasPrimaryLocation W21679232281 @default.
- W2167923228 hasRelatedWork W2121693152 @default.
- W2167923228 hasRelatedWork W2271522117 @default.
- W2167923228 hasRelatedWork W2278171434 @default.
- W2167923228 hasRelatedWork W2554637102 @default.
- W2167923228 hasRelatedWork W2583783869 @default.
- W2167923228 hasRelatedWork W2765737382 @default.
- W2167923228 hasRelatedWork W2767137871 @default.
- W2167923228 hasRelatedWork W2768447495 @default.
- W2167923228 hasRelatedWork W2847062694 @default.
- W2167923228 hasRelatedWork W2963561441 @default.
- W2167923228 hasRelatedWork W2965728583 @default.
- W2167923228 hasRelatedWork W3022874397 @default.
- W2167923228 hasRelatedWork W3041169334 @default.
- W2167923228 hasRelatedWork W3085775742 @default.
- W2167923228 hasRelatedWork W3097459875 @default.
- W2167923228 hasRelatedWork W3128842277 @default.
- W2167923228 hasRelatedWork W3133733630 @default.
- W2167923228 hasRelatedWork W3184738396 @default.
- W2167923228 hasRelatedWork W3201728305 @default.
- W2167923228 hasRelatedWork W3211448181 @default.
- W2167923228 isParatext "false" @default.
- W2167923228 isRetracted "false" @default.
- W2167923228 magId "2167923228" @default.
- W2167923228 workType "article" @default.