Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297752489> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4297752489 abstract "Hamiltonian Monte Carlo (HMC) is arguably the dominant statistical inference algorithm used in most popular first-order differentiable Probabilistic Programming Languages (PPLs). However, the fact that HMC uses derivative information causes complications when the target distribution is non-differentiable with respect to one or more of the latent variables. In this paper, we show how to use extensions to HMC to perform inference in probabilistic programs that contain discontinuities. To do this, we design a Simple first-order Probabilistic Programming Language (SPPL) that contains a sufficient set of language restrictions together with a compilation scheme. This enables us to preserve both the statistical and syntactic interpretation of if-else statements in the probabilistic program, within the scope of first-order PPLs. We also provide a corresponding mathematical formalism that ensures any joint density denoted in such a language has a suitably low measure of discontinuities." @default.
- W4297752489 created "2022-09-30" @default.
- W4297752489 creator A5031503814 @default.
- W4297752489 creator A5034478811 @default.
- W4297752489 creator A5046797489 @default.
- W4297752489 creator A5078631467 @default.
- W4297752489 creator A5087584351 @default.
- W4297752489 creator A5089670005 @default.
- W4297752489 date "2018-04-07" @default.
- W4297752489 modified "2023-09-26" @default.
- W4297752489 title "Hamiltonian Monte Carlo for Probabilistic Programs with Discontinuities" @default.
- W4297752489 doi "https://doi.org/10.48550/arxiv.1804.03523" @default.
- W4297752489 hasPublicationYear "2018" @default.
- W4297752489 type Work @default.
- W4297752489 citedByCount "0" @default.
- W4297752489 crossrefType "posted-content" @default.
- W4297752489 hasAuthorship W4297752489A5031503814 @default.
- W4297752489 hasAuthorship W4297752489A5034478811 @default.
- W4297752489 hasAuthorship W4297752489A5046797489 @default.
- W4297752489 hasAuthorship W4297752489A5078631467 @default.
- W4297752489 hasAuthorship W4297752489A5087584351 @default.
- W4297752489 hasAuthorship W4297752489A5089670005 @default.
- W4297752489 hasBestOaLocation W42977524891 @default.
- W4297752489 hasConcept C105795698 @default.
- W4297752489 hasConcept C111350023 @default.
- W4297752489 hasConcept C11413529 @default.
- W4297752489 hasConcept C13153151 @default.
- W4297752489 hasConcept C134261354 @default.
- W4297752489 hasConcept C134306372 @default.
- W4297752489 hasConcept C154945302 @default.
- W4297752489 hasConcept C15627037 @default.
- W4297752489 hasConcept C19499675 @default.
- W4297752489 hasConcept C202444582 @default.
- W4297752489 hasConcept C202615002 @default.
- W4297752489 hasConcept C2776214188 @default.
- W4297752489 hasConcept C33923547 @default.
- W4297752489 hasConcept C41008148 @default.
- W4297752489 hasConcept C49937458 @default.
- W4297752489 hasConcept C80444323 @default.
- W4297752489 hasConceptScore W4297752489C105795698 @default.
- W4297752489 hasConceptScore W4297752489C111350023 @default.
- W4297752489 hasConceptScore W4297752489C11413529 @default.
- W4297752489 hasConceptScore W4297752489C13153151 @default.
- W4297752489 hasConceptScore W4297752489C134261354 @default.
- W4297752489 hasConceptScore W4297752489C134306372 @default.
- W4297752489 hasConceptScore W4297752489C154945302 @default.
- W4297752489 hasConceptScore W4297752489C15627037 @default.
- W4297752489 hasConceptScore W4297752489C19499675 @default.
- W4297752489 hasConceptScore W4297752489C202444582 @default.
- W4297752489 hasConceptScore W4297752489C202615002 @default.
- W4297752489 hasConceptScore W4297752489C2776214188 @default.
- W4297752489 hasConceptScore W4297752489C33923547 @default.
- W4297752489 hasConceptScore W4297752489C41008148 @default.
- W4297752489 hasConceptScore W4297752489C49937458 @default.
- W4297752489 hasConceptScore W4297752489C80444323 @default.
- W4297752489 hasLocation W42977524891 @default.
- W4297752489 hasOpenAccess W4297752489 @default.
- W4297752489 hasPrimaryLocation W42977524891 @default.
- W4297752489 hasRelatedWork W1519539297 @default.
- W4297752489 hasRelatedWork W2907096673 @default.
- W4297752489 hasRelatedWork W2926374695 @default.
- W4297752489 hasRelatedWork W2964209567 @default.
- W4297752489 hasRelatedWork W3026670957 @default.
- W4297752489 hasRelatedWork W3122573466 @default.
- W4297752489 hasRelatedWork W3139705060 @default.
- W4297752489 hasRelatedWork W4221155167 @default.
- W4297752489 hasRelatedWork W4293812554 @default.
- W4297752489 hasRelatedWork W4297752489 @default.
- W4297752489 isParatext "false" @default.
- W4297752489 isRetracted "false" @default.
- W4297752489 workType "article" @default.