Matches in SemOpenAlex for { <https://semopenalex.org/work/W4229366938> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W4229366938 abstract "In many scientific fields which rely on statistical inference, simulations are often used to map from theoretical models to experimental data, allowing scientists to test model predictions against experimental results. Experimental data is often reconstructed from indirect measurements causing the aggregate transformation from theoretical models to experimental data to be poorly-described analytically. Instead, numerical simulations are used at great computational cost. We introduce Optimal-Transport-based Unfolding and Simulation (OTUS), a fast simulator based on unsupervised machine-learning that is capable of predicting experimental data from theoretical models. Without the aid of current simulation information, OTUS trains a probabilistic autoencoder to transform directly between theoretical models and experimental data. Identifying the probabilistic autoencoder's latent space with the space of theoretical models causes the decoder network to become a fast, predictive simulator with the potential to replace current, computationally-costly simulators. Here, we provide proof-of-principle results on two particle physics examples, $Z$-boson and top-quark decays, but stress that OTUS can be widely applied to other fields." @default.
- W4229366938 created "2022-05-10" @default.
- W4229366938 creator A5002557731 @default.
- W4229366938 creator A5021764694 @default.
- W4229366938 creator A5036302820 @default.
- W4229366938 creator A5058261262 @default.
- W4229366938 date "2022-05-09" @default.
- W4229366938 modified "2023-09-30" @default.
- W4229366938 title "Learning to simulate high energy particle collisions from unlabeled data" @default.
- W4229366938 cites W1858542512 @default.
- W4229366938 cites W1987435915 @default.
- W4229366938 cites W2010478558 @default.
- W4229366938 cites W2060363676 @default.
- W4229366938 cites W2090940374 @default.
- W4229366938 cites W2128158076 @default.
- W4229366938 cites W2142713077 @default.
- W4229366938 cites W2167727518 @default.
- W4229366938 cites W2194775991 @default.
- W4229366938 cites W2258584306 @default.
- W4229366938 cites W2614083378 @default.
- W4229366938 cites W2775970449 @default.
- W4229366938 cites W2956718876 @default.
- W4229366938 cites W2962851448 @default.
- W4229366938 cites W2972835944 @default.
- W4229366938 cites W2990857261 @default.
- W4229366938 cites W3025344913 @default.
- W4229366938 cites W3031514878 @default.
- W4229366938 cites W3072271437 @default.
- W4229366938 cites W3090358079 @default.
- W4229366938 cites W3098321015 @default.
- W4229366938 cites W3098389423 @default.
- W4229366938 cites W3099938417 @default.
- W4229366938 cites W3100583308 @default.
- W4229366938 cites W3101164173 @default.
- W4229366938 cites W3102705115 @default.
- W4229366938 cites W3102863431 @default.
- W4229366938 cites W3102980267 @default.
- W4229366938 cites W3103589224 @default.
- W4229366938 cites W3117139696 @default.
- W4229366938 cites W3121614399 @default.
- W4229366938 cites W3157268828 @default.
- W4229366938 cites W3160485103 @default.
- W4229366938 doi "https://doi.org/10.1038/s41598-022-10966-7" @default.
- W4229366938 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/35534506" @default.
- W4229366938 hasPublicationYear "2022" @default.
- W4229366938 type Work @default.
- W4229366938 citedByCount "7" @default.
- W4229366938 countsByYear W42293669382022 @default.
- W4229366938 countsByYear W42293669382023 @default.
- W4229366938 crossrefType "journal-article" @default.
- W4229366938 hasAuthorship W4229366938A5002557731 @default.
- W4229366938 hasAuthorship W4229366938A5021764694 @default.
- W4229366938 hasAuthorship W4229366938A5036302820 @default.
- W4229366938 hasAuthorship W4229366938A5058261262 @default.
- W4229366938 hasBestOaLocation W42293669381 @default.
- W4229366938 hasConcept C101738243 @default.
- W4229366938 hasConcept C105795698 @default.
- W4229366938 hasConcept C108583219 @default.
- W4229366938 hasConcept C119857082 @default.
- W4229366938 hasConcept C154945302 @default.
- W4229366938 hasConcept C2776214188 @default.
- W4229366938 hasConcept C33923547 @default.
- W4229366938 hasConcept C41008148 @default.
- W4229366938 hasConcept C49937458 @default.
- W4229366938 hasConcept C55037315 @default.
- W4229366938 hasConcept C8038995 @default.
- W4229366938 hasConceptScore W4229366938C101738243 @default.
- W4229366938 hasConceptScore W4229366938C105795698 @default.
- W4229366938 hasConceptScore W4229366938C108583219 @default.
- W4229366938 hasConceptScore W4229366938C119857082 @default.
- W4229366938 hasConceptScore W4229366938C154945302 @default.
- W4229366938 hasConceptScore W4229366938C2776214188 @default.
- W4229366938 hasConceptScore W4229366938C33923547 @default.
- W4229366938 hasConceptScore W4229366938C41008148 @default.
- W4229366938 hasConceptScore W4229366938C49937458 @default.
- W4229366938 hasConceptScore W4229366938C55037315 @default.
- W4229366938 hasConceptScore W4229366938C8038995 @default.
- W4229366938 hasIssue "1" @default.
- W4229366938 hasLocation W42293669381 @default.
- W4229366938 hasLocation W42293669382 @default.
- W4229366938 hasLocation W42293669383 @default.
- W4229366938 hasLocation W42293669384 @default.
- W4229366938 hasLocation W42293669385 @default.
- W4229366938 hasLocation W42293669386 @default.
- W4229366938 hasOpenAccess W4229366938 @default.
- W4229366938 hasPrimaryLocation W42293669381 @default.
- W4229366938 hasRelatedWork W2922249476 @default.
- W4229366938 hasRelatedWork W3044458868 @default.
- W4229366938 hasRelatedWork W3046775127 @default.
- W4229366938 hasRelatedWork W3123344745 @default.
- W4229366938 hasRelatedWork W3196155444 @default.
- W4229366938 hasRelatedWork W3199810304 @default.
- W4229366938 hasRelatedWork W3209574120 @default.
- W4229366938 hasRelatedWork W4285260836 @default.
- W4229366938 hasRelatedWork W4376852406 @default.
- W4229366938 hasRelatedWork W4386462264 @default.
- W4229366938 hasVolume "12" @default.
- W4229366938 isParatext "false" @default.
- W4229366938 isRetracted "false" @default.
- W4229366938 workType "article" @default.