Matches in SemOpenAlex for { <https://semopenalex.org/work/W2901910639> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W2901910639 abstract "We study the following problem: given a labeled dataset and a specific datapoint x, how did the i-th feature influence the classification for x? We identify a family of numerical influence measures - functions that, given a datapoint x, assign a numeric value phi_i(x) to every feature i, corresponding to how altering i's value would influence the outcome for x. This family, which we term monotone influence measures (MIM), is uniquely derived from a set of desirable properties, or axioms. The MIM family constitutes a provably sound methodology for measuring feature influence in classification domains; the values generated by MIM are based on the dataset alone, and do not make any queries to the classifier. While this requirement naturally limits the scope of our framework, we demonstrate its effectiveness on data." @default.
- W2901910639 created "2018-11-29" @default.
- W2901910639 creator A5012350200 @default.
- W2901910639 creator A5068230843 @default.
- W2901910639 creator A5076656216 @default.
- W2901910639 date "2017-08-07" @default.
- W2901910639 modified "2023-09-23" @default.
- W2901910639 title "Axiomatic Characterization of Data-Driven Influence Measures for Classification" @default.
- W2901910639 hasPublicationYear "2017" @default.
- W2901910639 type Work @default.
- W2901910639 sameAs 2901910639 @default.
- W2901910639 citedByCount "0" @default.
- W2901910639 crossrefType "posted-content" @default.
- W2901910639 hasAuthorship W2901910639A5012350200 @default.
- W2901910639 hasAuthorship W2901910639A5068230843 @default.
- W2901910639 hasAuthorship W2901910639A5076656216 @default.
- W2901910639 hasConcept C121332964 @default.
- W2901910639 hasConcept C124101348 @default.
- W2901910639 hasConcept C138885662 @default.
- W2901910639 hasConcept C153180895 @default.
- W2901910639 hasConcept C154945302 @default.
- W2901910639 hasConcept C167729594 @default.
- W2901910639 hasConcept C171250308 @default.
- W2901910639 hasConcept C177264268 @default.
- W2901910639 hasConcept C192562407 @default.
- W2901910639 hasConcept C199360897 @default.
- W2901910639 hasConcept C2524010 @default.
- W2901910639 hasConcept C2776401178 @default.
- W2901910639 hasConcept C2778012447 @default.
- W2901910639 hasConcept C2780841128 @default.
- W2901910639 hasConcept C2834757 @default.
- W2901910639 hasConcept C33923547 @default.
- W2901910639 hasConcept C41008148 @default.
- W2901910639 hasConcept C41895202 @default.
- W2901910639 hasConcept C61797465 @default.
- W2901910639 hasConcept C62520636 @default.
- W2901910639 hasConcept C95623464 @default.
- W2901910639 hasConceptScore W2901910639C121332964 @default.
- W2901910639 hasConceptScore W2901910639C124101348 @default.
- W2901910639 hasConceptScore W2901910639C138885662 @default.
- W2901910639 hasConceptScore W2901910639C153180895 @default.
- W2901910639 hasConceptScore W2901910639C154945302 @default.
- W2901910639 hasConceptScore W2901910639C167729594 @default.
- W2901910639 hasConceptScore W2901910639C171250308 @default.
- W2901910639 hasConceptScore W2901910639C177264268 @default.
- W2901910639 hasConceptScore W2901910639C192562407 @default.
- W2901910639 hasConceptScore W2901910639C199360897 @default.
- W2901910639 hasConceptScore W2901910639C2524010 @default.
- W2901910639 hasConceptScore W2901910639C2776401178 @default.
- W2901910639 hasConceptScore W2901910639C2778012447 @default.
- W2901910639 hasConceptScore W2901910639C2780841128 @default.
- W2901910639 hasConceptScore W2901910639C2834757 @default.
- W2901910639 hasConceptScore W2901910639C33923547 @default.
- W2901910639 hasConceptScore W2901910639C41008148 @default.
- W2901910639 hasConceptScore W2901910639C41895202 @default.
- W2901910639 hasConceptScore W2901910639C61797465 @default.
- W2901910639 hasConceptScore W2901910639C62520636 @default.
- W2901910639 hasConceptScore W2901910639C95623464 @default.
- W2901910639 hasOpenAccess W2901910639 @default.
- W2901910639 hasRelatedWork W124342437 @default.
- W2901910639 hasRelatedWork W2035097034 @default.
- W2901910639 hasRelatedWork W2113054345 @default.
- W2901910639 hasRelatedWork W2115119365 @default.
- W2901910639 hasRelatedWork W2162833336 @default.
- W2901910639 hasRelatedWork W2289498294 @default.
- W2901910639 hasRelatedWork W2354635968 @default.
- W2901910639 hasRelatedWork W2512341308 @default.
- W2901910639 hasRelatedWork W2546977639 @default.
- W2901910639 hasRelatedWork W2559877910 @default.
- W2901910639 hasRelatedWork W2560177618 @default.
- W2901910639 hasRelatedWork W2732678859 @default.
- W2901910639 hasRelatedWork W2769120729 @default.
- W2901910639 hasRelatedWork W2772829934 @default.
- W2901910639 hasRelatedWork W2794059931 @default.
- W2901910639 hasRelatedWork W2950646277 @default.
- W2901910639 hasRelatedWork W2981547241 @default.
- W2901910639 hasRelatedWork W3006760211 @default.
- W2901910639 hasRelatedWork W4254789 @default.
- W2901910639 hasRelatedWork W817890623 @default.
- W2901910639 isParatext "false" @default.
- W2901910639 isRetracted "false" @default.
- W2901910639 magId "2901910639" @default.
- W2901910639 workType "article" @default.