FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2891020797> ?p ?o ?g. }

• W2891020797 abstract "Local model interpretation methods explain individual predictions by assigning an importance value to each input feature. This value is often determined by measuring the change in confidence when a feature is removed. However, the confidence of neural networks is not a robust measure of model uncertainty. This issue makes reliably judging the importance of the input features difficult. We address this by changing the test-time behavior of neural networks using Deep k-Nearest Neighbors. Without harming text classification accuracy, this algorithm provides a more robust uncertainty metric which we use to generate feature importance values. The resulting interpretations better align with human perception than baseline methods. Finally, we use our interpretation method to analyze model predictions on dataset annotation artifacts." @default.
• W2891020797 created "2018-09-27" @default.
• W2891020797 creator A5042990962 @default.
• W2891020797 creator A5057958949 @default.
• W2891020797 creator A5081307846 @default.
• W2891020797 date "2018-09-08" @default.
• W2891020797 modified "2023-09-27" @default.
• W2891020797 title "Interpreting Neural Networks With Nearest Neighbors" @default.
• W2891020797 cites W11356396 @default.
• W2891020797 cites W1502916507 @default.
• W2891020797 cites W1932198206 @default.
• W2891020797 cites W2014902591 @default.
• W2891020797 cites W2114524997 @default.
• W2891020797 cites W2117130368 @default.
• W2891020797 cites W2160660844 @default.
• W2891020797 cites W2165558283 @default.
• W2891020797 cites W2171585602 @default.
• W2891020797 cites W2250539671 @default.
• W2891020797 cites W2251939518 @default.
• W2891020797 cites W2282821441 @default.
• W2891020797 cites W2594475271 @default.
• W2891020797 cites W2626639386 @default.
• W2891020797 cites W2626967530 @default.
• W2891020797 cites W2766912318 @default.
• W2891020797 cites W2782630856 @default.
• W2891020797 cites W2790415926 @default.
• W2891020797 cites W2883475967 @default.
• W2891020797 cites W2949197630 @default.
• W2891020797 cites W2953084091 @default.
• W2891020797 cites W2962843521 @default.
• W2891020797 cites W2963207607 @default.
• W2891020797 cites W2963918774 @default.
• W2891020797 cites W2964153729 @default.
• W2891020797 hasPublicationYear "2018" @default.
• W2891020797 type Work @default.
• W2891020797 sameAs 2891020797 @default.
• W2891020797 citedByCount "7" @default.
• W2891020797 countsByYear W28910207972019 @default.
• W2891020797 countsByYear W28910207972020 @default.
• W2891020797 countsByYear W28910207972021 @default.
• W2891020797 crossrefType "posted-content" @default.
• W2891020797 hasAuthorship W2891020797A5042990962 @default.
• W2891020797 hasAuthorship W2891020797A5057958949 @default.
• W2891020797 hasAuthorship W2891020797A5081307846 @default.
• W2891020797 hasConcept C111368507 @default.
• W2891020797 hasConcept C119857082 @default.
• W2891020797 hasConcept C124101348 @default.
• W2891020797 hasConcept C12725497 @default.
• W2891020797 hasConcept C127313418 @default.
• W2891020797 hasConcept C127413603 @default.
• W2891020797 hasConcept C138885662 @default.
• W2891020797 hasConcept C153180895 @default.
• W2891020797 hasConcept C154945302 @default.
• W2891020797 hasConcept C169760540 @default.
• W2891020797 hasConcept C176217482 @default.
• W2891020797 hasConcept C199360897 @default.
• W2891020797 hasConcept C21547014 @default.
• W2891020797 hasConcept C26760741 @default.
• W2891020797 hasConcept C2776291640 @default.
• W2891020797 hasConcept C2776321320 @default.
• W2891020797 hasConcept C2776401178 @default.
• W2891020797 hasConcept C2780009758 @default.
• W2891020797 hasConcept C41008148 @default.
• W2891020797 hasConcept C41895202 @default.
• W2891020797 hasConcept C50644808 @default.
• W2891020797 hasConcept C527412718 @default.
• W2891020797 hasConcept C86803240 @default.
• W2891020797 hasConceptScore W2891020797C111368507 @default.
• W2891020797 hasConceptScore W2891020797C119857082 @default.
• W2891020797 hasConceptScore W2891020797C124101348 @default.
• W2891020797 hasConceptScore W2891020797C12725497 @default.
• W2891020797 hasConceptScore W2891020797C127313418 @default.
• W2891020797 hasConceptScore W2891020797C127413603 @default.
• W2891020797 hasConceptScore W2891020797C138885662 @default.
• W2891020797 hasConceptScore W2891020797C153180895 @default.
• W2891020797 hasConceptScore W2891020797C154945302 @default.
• W2891020797 hasConceptScore W2891020797C169760540 @default.
• W2891020797 hasConceptScore W2891020797C176217482 @default.
• W2891020797 hasConceptScore W2891020797C199360897 @default.
• W2891020797 hasConceptScore W2891020797C21547014 @default.
• W2891020797 hasConceptScore W2891020797C26760741 @default.
• W2891020797 hasConceptScore W2891020797C2776291640 @default.
• W2891020797 hasConceptScore W2891020797C2776321320 @default.
• W2891020797 hasConceptScore W2891020797C2776401178 @default.
• W2891020797 hasConceptScore W2891020797C2780009758 @default.
• W2891020797 hasConceptScore W2891020797C41008148 @default.
• W2891020797 hasConceptScore W2891020797C41895202 @default.
• W2891020797 hasConceptScore W2891020797C50644808 @default.
• W2891020797 hasConceptScore W2891020797C527412718 @default.
• W2891020797 hasConceptScore W2891020797C86803240 @default.
• W2891020797 hasLocation W28910207971 @default.
• W2891020797 hasOpenAccess W2891020797 @default.
• W2891020797 hasPrimaryLocation W28910207971 @default.
• W2891020797 hasRelatedWork W2064675550 @default.
• W2891020797 hasRelatedWork W2282821441 @default.
• W2891020797 hasRelatedWork W2737498590 @default.
• W2891020797 hasRelatedWork W2786712888 @default.
• W2891020797 hasRelatedWork W2799120567 @default.
• W2891020797 hasRelatedWork W2950896278 @default.
• W2891020797 hasRelatedWork W2972561187 @default.

• next