FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3140034085> ?p ?o ?g. }

• W3140034085 abstract "We propose a framework for Bayesian Likelihood-Free Inference (LFI) based on Generalized Bayesian Inference using scoring rules (SRs). SRs are used to evaluate probabilistic models given an observation; a proper SR is minimised in expectation when the model corresponds to the data generating process for the observations. Using a strictly proper SR, for which the above minimum is unique, ensures posterior consistency of our method. Further, we prove finite sample posterior consistency and outlier robustness of our posterior for the Kernel and Energy Scores. As the likelihood function is intractable for LFI, we employ consistent estimators of SRs using model simulations in a pseudo-marginal MCMC; we show the target of such chain converges to the exact SR posterior by increasing the number of simulations. Furthermore, we note popular LFI techniques such as Bayesian Synthetic Likelihood (BSL) can be seen as special cases of our framework using only proper (but not strictly so) SR. We empirically validate our consistency and outlier robustness results and show how related approaches do not enjoy these properties. Practically, we use the Energy and Kernel Scores, but our general framework sets the stage for extensions with other scoring rules." @default.
• W3140034085 created "2021-04-13" @default.
• W3140034085 creator A5018689327 @default.
• W3140034085 creator A5060445865 @default.
• W3140034085 date "2021-04-08" @default.
• W3140034085 modified "2023-09-27" @default.
• W3140034085 title "Generalized Bayesian Likelihood-Free Inference Using Scoring Rules Estimators" @default.
• W3140034085 cites W1795611958 @default.
• W3140034085 cites W1979685007 @default.
• W3140034085 cites W2024113512 @default.
• W3140034085 cites W2025720061 @default.
• W3140034085 cites W2054932610 @default.
• W3140034085 cites W2062125287 @default.
• W3140034085 cites W2065134558 @default.
• W3140034085 cites W2092124742 @default.
• W3140034085 cites W2095304671 @default.
• W3140034085 cites W2139812092 @default.
• W3140034085 cites W2153783671 @default.
• W3140034085 cites W2212660284 @default.
• W3140034085 cites W2217402295 @default.
• W3140034085 cites W2480492758 @default.
• W3140034085 cites W2534708821 @default.
• W3140034085 cites W2560068110 @default.
• W3140034085 cites W2593094133 @default.
• W3140034085 cites W2641081675 @default.
• W3140034085 cites W2739217148 @default.
• W3140034085 cites W2768551975 @default.
• W3140034085 cites W2798792107 @default.
• W3140034085 cites W2802739963 @default.
• W3140034085 cites W2883664406 @default.
• W3140034085 cites W2903442788 @default.
• W3140034085 cites W2912819213 @default.
• W3140034085 cites W2916041869 @default.
• W3140034085 cites W2946428666 @default.
• W3140034085 cites W2951338616 @default.
• W3140034085 cites W2962909381 @default.
• W3140034085 cites W2962940259 @default.
• W3140034085 cites W2963297889 @default.
• W3140034085 cites W2963520603 @default.
• W3140034085 cites W2964191999 @default.
• W3140034085 cites W2978753741 @default.
• W3140034085 cites W2980889515 @default.
• W3140034085 cites W2994724413 @default.
• W3140034085 cites W2996797158 @default.
• W3140034085 cites W3005318154 @default.
• W3140034085 cites W3014325088 @default.
• W3140034085 cites W3038011260 @default.
• W3140034085 cites W3047807024 @default.
• W3140034085 cites W3086988147 @default.
• W3140034085 cites W3114174487 @default.
• W3140034085 cites W3121452172 @default.
• W3140034085 cites W3145273302 @default.
• W3140034085 cites W3155745390 @default.
• W3140034085 cites W3157458714 @default.
• W3140034085 cites W3157628340 @default.
• W3140034085 cites W620576816 @default.
• W3140034085 hasPublicationYear "2021" @default.
• W3140034085 type Work @default.
• W3140034085 sameAs 3140034085 @default.
• W3140034085 citedByCount "2" @default.
• W3140034085 countsByYear W31400340852021 @default.
• W3140034085 crossrefType "posted-content" @default.
• W3140034085 hasAuthorship W3140034085A5018689327 @default.
• W3140034085 hasAuthorship W3140034085A5060445865 @default.
• W3140034085 hasConcept C104317684 @default.
• W3140034085 hasConcept C105795698 @default.
• W3140034085 hasConcept C107673813 @default.
• W3140034085 hasConcept C111350023 @default.
• W3140034085 hasConcept C11413529 @default.
• W3140034085 hasConcept C114614502 @default.
• W3140034085 hasConcept C154945302 @default.
• W3140034085 hasConcept C160234255 @default.
• W3140034085 hasConcept C162376815 @default.
• W3140034085 hasConcept C185429906 @default.
• W3140034085 hasConcept C185592680 @default.
• W3140034085 hasConcept C2776214188 @default.
• W3140034085 hasConcept C2776436953 @default.
• W3140034085 hasConcept C33923547 @default.
• W3140034085 hasConcept C41008148 @default.
• W3140034085 hasConcept C55493867 @default.
• W3140034085 hasConcept C57830394 @default.
• W3140034085 hasConcept C63479239 @default.
• W3140034085 hasConcept C74193536 @default.
• W3140034085 hasConcept C79337645 @default.
• W3140034085 hasConcept C95923904 @default.
• W3140034085 hasConceptScore W3140034085C104317684 @default.
• W3140034085 hasConceptScore W3140034085C105795698 @default.
• W3140034085 hasConceptScore W3140034085C107673813 @default.
• W3140034085 hasConceptScore W3140034085C111350023 @default.
• W3140034085 hasConceptScore W3140034085C11413529 @default.
• W3140034085 hasConceptScore W3140034085C114614502 @default.
• W3140034085 hasConceptScore W3140034085C154945302 @default.
• W3140034085 hasConceptScore W3140034085C160234255 @default.
• W3140034085 hasConceptScore W3140034085C162376815 @default.
• W3140034085 hasConceptScore W3140034085C185429906 @default.
• W3140034085 hasConceptScore W3140034085C185592680 @default.
• W3140034085 hasConceptScore W3140034085C2776214188 @default.
• W3140034085 hasConceptScore W3140034085C2776436953 @default.
• W3140034085 hasConceptScore W3140034085C33923547 @default.
• W3140034085 hasConceptScore W3140034085C41008148 @default.

• next