Matches in SemOpenAlex for { <https://semopenalex.org/work/W2950344553> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W2950344553 abstract "We consider the problem of retrieving the most relevant labels for a given input when the size of the output space is very large. Retrieval methods are modeled as set-valued classifiers which output a small set of classes for each input, and a mistake is made if the label is not in the output set. Despite its practical importance, a statistically principled, yet practical solution to this problem is largely missing. To this end, we first define a family of surrogate losses and show that they are calibrated and convex under certain conditions on the loss parameters and data distribution, thereby establishing a statistical and analytical basis for using these losses. Furthermore, we identify a particularly intuitive class of loss functions in the aforementioned family and show that they are amenable to practical implementation in the large output space setting (i.e. computation is possible without evaluating scores of all labels) by developing a technique called Stochastic Negative Mining. We also provide generalization error bounds for the losses in the family. Finally, we conduct experiments which demonstrate that Stochastic Negative Mining yields benefits over commonly used negative sampling approaches." @default.
- W2950344553 created "2019-06-27" @default.
- W2950344553 creator A5018301052 @default.
- W2950344553 creator A5022902990 @default.
- W2950344553 creator A5047700239 @default.
- W2950344553 creator A5065795593 @default.
- W2950344553 creator A5082314161 @default.
- W2950344553 creator A5087325006 @default.
- W2950344553 date "2018-10-16" @default.
- W2950344553 modified "2023-09-26" @default.
- W2950344553 title "Stochastic Negative Mining for Learning with Large Output Spaces" @default.
- W2950344553 hasPublicationYear "2018" @default.
- W2950344553 type Work @default.
- W2950344553 sameAs 2950344553 @default.
- W2950344553 citedByCount "1" @default.
- W2950344553 countsByYear W29503445532021 @default.
- W2950344553 crossrefType "posted-content" @default.
- W2950344553 hasAuthorship W2950344553A5018301052 @default.
- W2950344553 hasAuthorship W2950344553A5022902990 @default.
- W2950344553 hasAuthorship W2950344553A5047700239 @default.
- W2950344553 hasAuthorship W2950344553A5065795593 @default.
- W2950344553 hasAuthorship W2950344553A5082314161 @default.
- W2950344553 hasAuthorship W2950344553A5087325006 @default.
- W2950344553 hasConcept C106131492 @default.
- W2950344553 hasConcept C111919701 @default.
- W2950344553 hasConcept C112680207 @default.
- W2950344553 hasConcept C11413529 @default.
- W2950344553 hasConcept C119857082 @default.
- W2950344553 hasConcept C124101348 @default.
- W2950344553 hasConcept C126255220 @default.
- W2950344553 hasConcept C134306372 @default.
- W2950344553 hasConcept C140779682 @default.
- W2950344553 hasConcept C154945302 @default.
- W2950344553 hasConcept C177148314 @default.
- W2950344553 hasConcept C177264268 @default.
- W2950344553 hasConcept C17744445 @default.
- W2950344553 hasConcept C199360897 @default.
- W2950344553 hasConcept C199539241 @default.
- W2950344553 hasConcept C2524010 @default.
- W2950344553 hasConcept C2777179996 @default.
- W2950344553 hasConcept C2777212361 @default.
- W2950344553 hasConcept C2778572836 @default.
- W2950344553 hasConcept C31972630 @default.
- W2950344553 hasConcept C33923547 @default.
- W2950344553 hasConcept C41008148 @default.
- W2950344553 hasConcept C45374587 @default.
- W2950344553 hasConceptScore W2950344553C106131492 @default.
- W2950344553 hasConceptScore W2950344553C111919701 @default.
- W2950344553 hasConceptScore W2950344553C112680207 @default.
- W2950344553 hasConceptScore W2950344553C11413529 @default.
- W2950344553 hasConceptScore W2950344553C119857082 @default.
- W2950344553 hasConceptScore W2950344553C124101348 @default.
- W2950344553 hasConceptScore W2950344553C126255220 @default.
- W2950344553 hasConceptScore W2950344553C134306372 @default.
- W2950344553 hasConceptScore W2950344553C140779682 @default.
- W2950344553 hasConceptScore W2950344553C154945302 @default.
- W2950344553 hasConceptScore W2950344553C177148314 @default.
- W2950344553 hasConceptScore W2950344553C177264268 @default.
- W2950344553 hasConceptScore W2950344553C17744445 @default.
- W2950344553 hasConceptScore W2950344553C199360897 @default.
- W2950344553 hasConceptScore W2950344553C199539241 @default.
- W2950344553 hasConceptScore W2950344553C2524010 @default.
- W2950344553 hasConceptScore W2950344553C2777179996 @default.
- W2950344553 hasConceptScore W2950344553C2777212361 @default.
- W2950344553 hasConceptScore W2950344553C2778572836 @default.
- W2950344553 hasConceptScore W2950344553C31972630 @default.
- W2950344553 hasConceptScore W2950344553C33923547 @default.
- W2950344553 hasConceptScore W2950344553C41008148 @default.
- W2950344553 hasConceptScore W2950344553C45374587 @default.
- W2950344553 hasLocation W29503445531 @default.
- W2950344553 hasOpenAccess W2950344553 @default.
- W2950344553 hasPrimaryLocation W29503445531 @default.
- W2950344553 hasRelatedWork W1531520279 @default.
- W2950344553 hasRelatedWork W1883843207 @default.
- W2950344553 hasRelatedWork W1904555434 @default.
- W2950344553 hasRelatedWork W2150209433 @default.
- W2950344553 hasRelatedWork W2156005874 @default.
- W2950344553 hasRelatedWork W2255802415 @default.
- W2950344553 hasRelatedWork W24455790 @default.
- W2950344553 hasRelatedWork W2742781314 @default.
- W2950344553 hasRelatedWork W2790324363 @default.
- W2950344553 hasRelatedWork W2803642127 @default.
- W2950344553 hasRelatedWork W2896214533 @default.
- W2950344553 hasRelatedWork W2911730644 @default.
- W2950344553 hasRelatedWork W2952992114 @default.
- W2950344553 hasRelatedWork W2970162406 @default.
- W2950344553 hasRelatedWork W2994453469 @default.
- W2950344553 hasRelatedWork W3028888589 @default.
- W2950344553 hasRelatedWork W3110394586 @default.
- W2950344553 hasRelatedWork W3157216945 @default.
- W2950344553 hasRelatedWork W3206488636 @default.
- W2950344553 hasRelatedWork W92292672 @default.
- W2950344553 isParatext "false" @default.
- W2950344553 isRetracted "false" @default.
- W2950344553 magId "2950344553" @default.
- W2950344553 workType "article" @default.