Matches in SemOpenAlex for { <https://semopenalex.org/work/W2980493470> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W2980493470 abstract "Abstract A change in the number of motor units that operate a particular muscle is an important indicator for the progress of a neuromuscular disease and the efficacy of a therapy. Inference for realistic statistical models of the typical data produced when testing muscle function is difficult, and estimating the number of motor units is an ongoing statistical challenge. We consider a set of models for the data, each with a different number of working motor units, and present a novel method for Bayesian inference based on sequential Monte Carlo. This provides estimates of the marginal likelihood and, hence, a posterior probability for each model. Implementing this approach in practice requires a sequential Monte Carlo method that has excellent computational and Monte Carlo properties. We achieve this by benefiting from the model’s conditional independence structure, where, given knowledge of which motor units fired as a result of a particular stimulus, parameters that specify the size of each unit’s response are independent of the parameters defining the probability that a unit will respond at all. The scalability of our methodology relies on the natural conjugacy structure that we create for the former and an enforced, approximate, conjugate structure for the latter. A simulation study demonstrates the accuracy of our method, and inferences are consistent across two different datasets arising from the same rat tibial muscle." @default.
- W2980493470 created "2019-10-25" @default.
- W2980493470 creator A5052870306 @default.
- W2980493470 creator A5063570119 @default.
- W2980493470 creator A5070192135 @default.
- W2980493470 creator A5085978090 @default.
- W2980493470 date "2020-04-01" @default.
- W2980493470 modified "2023-09-23" @default.
- W2980493470 title "Motor unit number estimation via sequential Monte Carlo" @default.
- W2980493470 cites W1511747216 @default.
- W2980493470 cites W1544969138 @default.
- W2980493470 cites W1569667453 @default.
- W2980493470 cites W1895834348 @default.
- W2980493470 cites W1974455534 @default.
- W2980493470 cites W1982957249 @default.
- W2980493470 cites W1985131613 @default.
- W2980493470 cites W1989294753 @default.
- W2980493470 cites W1996788283 @default.
- W2980493470 cites W2000308123 @default.
- W2980493470 cites W2022186259 @default.
- W2980493470 cites W2025886171 @default.
- W2980493470 cites W2087829187 @default.
- W2980493470 cites W2088088770 @default.
- W2980493470 cites W2106706098 @default.
- W2980493470 cites W2107359160 @default.
- W2980493470 cites W2130034406 @default.
- W2980493470 cites W2131598171 @default.
- W2980493470 cites W2136858947 @default.
- W2980493470 cites W2141585124 @default.
- W2980493470 cites W2141789135 @default.
- W2980493470 cites W2158799063 @default.
- W2980493470 cites W2171888478 @default.
- W2980493470 cites W2478027467 @default.
- W2980493470 cites W3037265734 @default.
- W2980493470 cites W3121154744 @default.
- W2980493470 doi "https://doi.org/10.1016/j.csda.2019.106845" @default.
- W2980493470 hasPublicationYear "2020" @default.
- W2980493470 type Work @default.
- W2980493470 sameAs 2980493470 @default.
- W2980493470 citedByCount "1" @default.
- W2980493470 countsByYear W29804934702020 @default.
- W2980493470 crossrefType "journal-article" @default.
- W2980493470 hasAuthorship W2980493470A5052870306 @default.
- W2980493470 hasAuthorship W2980493470A5063570119 @default.
- W2980493470 hasAuthorship W2980493470A5070192135 @default.
- W2980493470 hasAuthorship W2980493470A5085978090 @default.
- W2980493470 hasBestOaLocation W29804934702 @default.
- W2980493470 hasConcept C105795698 @default.
- W2980493470 hasConcept C107673813 @default.
- W2980493470 hasConcept C111350023 @default.
- W2980493470 hasConcept C11413529 @default.
- W2980493470 hasConcept C114289077 @default.
- W2980493470 hasConcept C119857082 @default.
- W2980493470 hasConcept C134261354 @default.
- W2980493470 hasConcept C154945302 @default.
- W2980493470 hasConcept C160234255 @default.
- W2980493470 hasConcept C19499675 @default.
- W2980493470 hasConcept C2776214188 @default.
- W2980493470 hasConcept C33923547 @default.
- W2980493470 hasConcept C35651441 @default.
- W2980493470 hasConcept C41008148 @default.
- W2980493470 hasConcept C79772020 @default.
- W2980493470 hasConceptScore W2980493470C105795698 @default.
- W2980493470 hasConceptScore W2980493470C107673813 @default.
- W2980493470 hasConceptScore W2980493470C111350023 @default.
- W2980493470 hasConceptScore W2980493470C11413529 @default.
- W2980493470 hasConceptScore W2980493470C114289077 @default.
- W2980493470 hasConceptScore W2980493470C119857082 @default.
- W2980493470 hasConceptScore W2980493470C134261354 @default.
- W2980493470 hasConceptScore W2980493470C154945302 @default.
- W2980493470 hasConceptScore W2980493470C160234255 @default.
- W2980493470 hasConceptScore W2980493470C19499675 @default.
- W2980493470 hasConceptScore W2980493470C2776214188 @default.
- W2980493470 hasConceptScore W2980493470C33923547 @default.
- W2980493470 hasConceptScore W2980493470C35651441 @default.
- W2980493470 hasConceptScore W2980493470C41008148 @default.
- W2980493470 hasConceptScore W2980493470C79772020 @default.
- W2980493470 hasLocation W29804934701 @default.
- W2980493470 hasLocation W29804934702 @default.
- W2980493470 hasLocation W29804934703 @default.
- W2980493470 hasOpenAccess W2980493470 @default.
- W2980493470 hasPrimaryLocation W29804934701 @default.
- W2980493470 hasRelatedWork W2322691 @default.
- W2980493470 hasRelatedWork W3858182 @default.
- W2980493470 hasRelatedWork W3980598 @default.
- W2980493470 hasRelatedWork W4120291 @default.
- W2980493470 hasRelatedWork W731497 @default.
- W2980493470 hasRelatedWork W8854279 @default.
- W2980493470 hasRelatedWork W916027 @default.
- W2980493470 hasRelatedWork W9259305 @default.
- W2980493470 hasRelatedWork W11721397 @default.
- W2980493470 hasRelatedWork W930421 @default.
- W2980493470 isParatext "false" @default.
- W2980493470 isRetracted "false" @default.
- W2980493470 magId "2980493470" @default.
- W2980493470 workType "article" @default.