Matches in SemOpenAlex for { <https://semopenalex.org/work/W4383533234> ?p ?o ?g. }
Showing items 1 to 80 of
80
with 100 items per page.
- W4383533234 abstract "We propose an intuitive, machine-learning approach to multiparameter inference, dubbed the InferoStatic Networks (ISN) method, to model the score and likelihood ratio estimators in cases when the probability density can be sampled but not computed directly. The ISN uses a backend neural network that models a scalar function called the inferostatic potential varphi <mml:math xmlns:mml=http://www.w3.org/1998/Math/MathML display=inline><mml:mi>φ</mml:mi></mml:math> . In addition, we introduce new strategies, respectively called Kernel Score Estimation (KSE) and Kernel Likelihood Ratio Estimation (KLRE), to learn the score and the likelihood ratio functions from simulated data. We illustrate the new techniques with some toy examples and compare to existing approaches in the literature. We mention en passant some new loss functions that optimally incorporate latent information from simulations into the training procedure." @default.
- W4383533234 created "2023-07-08" @default.
- W4383533234 creator A5021312861 @default.
- W4383533234 creator A5029595453 @default.
- W4383533234 creator A5041661418 @default.
- W4383533234 creator A5064389196 @default.
- W4383533234 date "2023-07-07" @default.
- W4383533234 modified "2023-10-16" @default.
- W4383533234 title "Codebase release 0.1 for infstat" @default.
- W4383533234 cites W4383533084 @default.
- W4383533234 doi "https://doi.org/10.21468/scipostphyscodeb.14-r0.1" @default.
- W4383533234 hasPublicationYear "2023" @default.
- W4383533234 type Work @default.
- W4383533234 citedByCount "1" @default.
- W4383533234 countsByYear W43835332342023 @default.
- W4383533234 crossrefType "journal-article" @default.
- W4383533234 hasAuthorship W4383533234A5021312861 @default.
- W4383533234 hasAuthorship W4383533234A5029595453 @default.
- W4383533234 hasAuthorship W4383533234A5041661418 @default.
- W4383533234 hasAuthorship W4383533234A5064389196 @default.
- W4383533234 hasBestOaLocation W43835332341 @default.
- W4383533234 hasConcept C105795698 @default.
- W4383533234 hasConcept C107673813 @default.
- W4383533234 hasConcept C11413529 @default.
- W4383533234 hasConcept C118615104 @default.
- W4383533234 hasConcept C119857082 @default.
- W4383533234 hasConcept C14036430 @default.
- W4383533234 hasConcept C154945302 @default.
- W4383533234 hasConcept C167928553 @default.
- W4383533234 hasConcept C185429906 @default.
- W4383533234 hasConcept C2776214188 @default.
- W4383533234 hasConcept C28826006 @default.
- W4383533234 hasConcept C33923547 @default.
- W4383533234 hasConcept C41008148 @default.
- W4383533234 hasConcept C50644808 @default.
- W4383533234 hasConcept C65660741 @default.
- W4383533234 hasConcept C71134354 @default.
- W4383533234 hasConcept C74193536 @default.
- W4383533234 hasConcept C78458016 @default.
- W4383533234 hasConcept C86803240 @default.
- W4383533234 hasConcept C89106044 @default.
- W4383533234 hasConcept C95923904 @default.
- W4383533234 hasConceptScore W4383533234C105795698 @default.
- W4383533234 hasConceptScore W4383533234C107673813 @default.
- W4383533234 hasConceptScore W4383533234C11413529 @default.
- W4383533234 hasConceptScore W4383533234C118615104 @default.
- W4383533234 hasConceptScore W4383533234C119857082 @default.
- W4383533234 hasConceptScore W4383533234C14036430 @default.
- W4383533234 hasConceptScore W4383533234C154945302 @default.
- W4383533234 hasConceptScore W4383533234C167928553 @default.
- W4383533234 hasConceptScore W4383533234C185429906 @default.
- W4383533234 hasConceptScore W4383533234C2776214188 @default.
- W4383533234 hasConceptScore W4383533234C28826006 @default.
- W4383533234 hasConceptScore W4383533234C33923547 @default.
- W4383533234 hasConceptScore W4383533234C41008148 @default.
- W4383533234 hasConceptScore W4383533234C50644808 @default.
- W4383533234 hasConceptScore W4383533234C65660741 @default.
- W4383533234 hasConceptScore W4383533234C71134354 @default.
- W4383533234 hasConceptScore W4383533234C74193536 @default.
- W4383533234 hasConceptScore W4383533234C78458016 @default.
- W4383533234 hasConceptScore W4383533234C86803240 @default.
- W4383533234 hasConceptScore W4383533234C89106044 @default.
- W4383533234 hasConceptScore W4383533234C95923904 @default.
- W4383533234 hasFunder F4320306084 @default.
- W4383533234 hasLocation W43835332341 @default.
- W4383533234 hasOpenAccess W4383533234 @default.
- W4383533234 hasPrimaryLocation W43835332341 @default.
- W4383533234 hasRelatedWork W1494769202 @default.
- W4383533234 hasRelatedWork W1976101200 @default.
- W4383533234 hasRelatedWork W1996229348 @default.
- W4383533234 hasRelatedWork W2354833674 @default.
- W4383533234 hasRelatedWork W2911668802 @default.
- W4383533234 hasRelatedWork W3143016437 @default.
- W4383533234 hasRelatedWork W3149448578 @default.
- W4383533234 hasRelatedWork W4293078479 @default.
- W4383533234 hasRelatedWork W4297813378 @default.
- W4383533234 hasRelatedWork W926365172 @default.
- W4383533234 isParatext "false" @default.
- W4383533234 isRetracted "false" @default.
- W4383533234 workType "article" @default.