Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387185544> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4387185544 abstract "We suggest a simple Gaussian mixture model for data generation that complies with Feldman’s long tail theory (2020). We demonstrate that a linear classifier cannot decrease the generalization error below a certain level in the proposed model, whereas a nonlinear classifier with a memorization capacity can. This confirms that for long-tailed distributions, rare training examples must be considered for optimal generalization to new data. Finally, we show that the performance gap between linear and nonlinear models can be lessened as the tail becomes shorter in the subpopulation frequency distribution, as confirmed by experiments on synthetic and real data." @default.
- W4387185544 created "2023-09-30" @default.
- W4387185544 creator A5007740827 @default.
- W4387185544 creator A5020441209 @default.
- W4387185544 creator A5048918037 @default.
- W4387185544 creator A5053200262 @default.
- W4387185544 creator A5053731169 @default.
- W4387185544 creator A5076104032 @default.
- W4387185544 date "2023-09-28" @default.
- W4387185544 modified "2023-09-30" @default.
- W4387185544 title "Long-Tail Theory Under Gaussian Mixtures" @default.
- W4387185544 doi "https://doi.org/10.3233/faia230260" @default.
- W4387185544 hasPublicationYear "2023" @default.
- W4387185544 type Work @default.
- W4387185544 citedByCount "0" @default.
- W4387185544 crossrefType "book-chapter" @default.
- W4387185544 hasAuthorship W4387185544A5007740827 @default.
- W4387185544 hasAuthorship W4387185544A5020441209 @default.
- W4387185544 hasAuthorship W4387185544A5048918037 @default.
- W4387185544 hasAuthorship W4387185544A5053200262 @default.
- W4387185544 hasAuthorship W4387185544A5053731169 @default.
- W4387185544 hasAuthorship W4387185544A5076104032 @default.
- W4387185544 hasBestOaLocation W43871855441 @default.
- W4387185544 hasConcept C11413529 @default.
- W4387185544 hasConcept C117765406 @default.
- W4387185544 hasConcept C121332964 @default.
- W4387185544 hasConcept C121864883 @default.
- W4387185544 hasConcept C134306372 @default.
- W4387185544 hasConcept C153180895 @default.
- W4387185544 hasConcept C154945302 @default.
- W4387185544 hasConcept C158622935 @default.
- W4387185544 hasConcept C163716315 @default.
- W4387185544 hasConcept C177148314 @default.
- W4387185544 hasConcept C28826006 @default.
- W4387185544 hasConcept C33923547 @default.
- W4387185544 hasConcept C41008148 @default.
- W4387185544 hasConcept C51632099 @default.
- W4387185544 hasConcept C62520636 @default.
- W4387185544 hasConcept C8038995 @default.
- W4387185544 hasConcept C95623464 @default.
- W4387185544 hasConceptScore W4387185544C11413529 @default.
- W4387185544 hasConceptScore W4387185544C117765406 @default.
- W4387185544 hasConceptScore W4387185544C121332964 @default.
- W4387185544 hasConceptScore W4387185544C121864883 @default.
- W4387185544 hasConceptScore W4387185544C134306372 @default.
- W4387185544 hasConceptScore W4387185544C153180895 @default.
- W4387185544 hasConceptScore W4387185544C154945302 @default.
- W4387185544 hasConceptScore W4387185544C158622935 @default.
- W4387185544 hasConceptScore W4387185544C163716315 @default.
- W4387185544 hasConceptScore W4387185544C177148314 @default.
- W4387185544 hasConceptScore W4387185544C28826006 @default.
- W4387185544 hasConceptScore W4387185544C33923547 @default.
- W4387185544 hasConceptScore W4387185544C41008148 @default.
- W4387185544 hasConceptScore W4387185544C51632099 @default.
- W4387185544 hasConceptScore W4387185544C62520636 @default.
- W4387185544 hasConceptScore W4387185544C8038995 @default.
- W4387185544 hasConceptScore W4387185544C95623464 @default.
- W4387185544 hasLocation W43871855441 @default.
- W4387185544 hasOpenAccess W4387185544 @default.
- W4387185544 hasPrimaryLocation W43871855441 @default.
- W4387185544 hasRelatedWork W1645673120 @default.
- W4387185544 hasRelatedWork W2167582322 @default.
- W4387185544 hasRelatedWork W2358440092 @default.
- W4387185544 hasRelatedWork W2563096758 @default.
- W4387185544 hasRelatedWork W2742991909 @default.
- W4387185544 hasRelatedWork W2972035100 @default.
- W4387185544 hasRelatedWork W3176035184 @default.
- W4387185544 hasRelatedWork W4287253017 @default.
- W4387185544 hasRelatedWork W4386053843 @default.
- W4387185544 hasRelatedWork W3158004940 @default.
- W4387185544 isParatext "false" @default.
- W4387185544 isRetracted "false" @default.
- W4387185544 workType "book-chapter" @default.