FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1977830066> ?p ?o ?g. }

• W1977830066 abstract "Multi-label classification is a generalization of conventional classification, where it is possible for a single data point to have multiple labels. Manual annotation of a multi-label data point requires a human oracle to consider the presence/absence of every possible class separately, which involves significant labor. Active learning techniques are effective in reducing human labeling effort to induce a classification model. When exposed to large quantities of unlabeled data, such algorithms automatically select the salient and representative instances for manual annotation. Further, to address the high redundancy in data such as image or video sequences as well as the availability of multiple labeling agents, there have been recent attempts towards a batch mode form of active learning, where a batch of data points is selected simultaneously from an unlabeled set. In this work, we propose a novel optimization based batch mode active learning strategy to minimize human labeling effort in multi-label classification problems. To the best of our knowledge, this is the first attempt to develop such a scheme primarily intended for the multi-label context. The proposed framework is computationally simple, easy to implement and can be suitably modified to perform batch mode active learning in other formulations, such as single-label classification or problems involving hierarchical label spaces. Our results corroborate the efficacy of the proposed algorithm and certify the potential of the framework in being used for real world applications." @default.
• W1977830066 created "2016-06-24" @default.
• W1977830066 creator A5038020125 @default.
• W1977830066 creator A5066190233 @default.
• W1977830066 creator A5069847440 @default.
• W1977830066 date "2011-11-28" @default.
• W1977830066 modified "2023-09-25" @default.
• W1977830066 title "Optimal batch selection for active learning in multi-label classification" @default.
• W1977830066 cites W1504412414 @default.
• W1977830066 cites W1993202648 @default.
• W1977830066 cites W2104848109 @default.
• W1977830066 cites W2109059049 @default.
• W1977830066 cites W2164754346 @default.
• W1977830066 cites W2426031434 @default.
• W1977830066 cites W2570764145 @default.
• W1977830066 doi "https://doi.org/10.1145/2072298.2072028" @default.
• W1977830066 hasPublicationYear "2011" @default.
• W1977830066 type Work @default.
• W1977830066 sameAs 1977830066 @default.
• W1977830066 citedByCount "17" @default.
• W1977830066 countsByYear W19778300662012 @default.
• W1977830066 countsByYear W19778300662013 @default.
• W1977830066 countsByYear W19778300662014 @default.
• W1977830066 countsByYear W19778300662015 @default.
• W1977830066 countsByYear W19778300662016 @default.
• W1977830066 countsByYear W19778300662017 @default.
• W1977830066 countsByYear W19778300662018 @default.
• W1977830066 countsByYear W19778300662020 @default.
• W1977830066 countsByYear W19778300662021 @default.
• W1977830066 countsByYear W19778300662022 @default.
• W1977830066 crossrefType "proceedings-article" @default.
• W1977830066 hasAuthorship W1977830066A5038020125 @default.
• W1977830066 hasAuthorship W1977830066A5066190233 @default.
• W1977830066 hasAuthorship W1977830066A5069847440 @default.
• W1977830066 hasConcept C111919701 @default.
• W1977830066 hasConcept C115903868 @default.
• W1977830066 hasConcept C115961682 @default.
• W1977830066 hasConcept C119857082 @default.
• W1977830066 hasConcept C124101348 @default.
• W1977830066 hasConcept C134306372 @default.
• W1977830066 hasConcept C151730666 @default.
• W1977830066 hasConcept C152124472 @default.
• W1977830066 hasConcept C153180895 @default.
• W1977830066 hasConcept C154945302 @default.
• W1977830066 hasConcept C177148314 @default.
• W1977830066 hasConcept C177264268 @default.
• W1977830066 hasConcept C199360897 @default.
• W1977830066 hasConcept C2776482837 @default.
• W1977830066 hasConcept C2777212361 @default.
• W1977830066 hasConcept C2779343474 @default.
• W1977830066 hasConcept C33923547 @default.
• W1977830066 hasConcept C34872919 @default.
• W1977830066 hasConcept C41008148 @default.
• W1977830066 hasConcept C55166926 @default.
• W1977830066 hasConcept C58973888 @default.
• W1977830066 hasConcept C75294576 @default.
• W1977830066 hasConcept C77967617 @default.
• W1977830066 hasConcept C86803240 @default.
• W1977830066 hasConcept C95623464 @default.
• W1977830066 hasConceptScore W1977830066C111919701 @default.
• W1977830066 hasConceptScore W1977830066C115903868 @default.
• W1977830066 hasConceptScore W1977830066C115961682 @default.
• W1977830066 hasConceptScore W1977830066C119857082 @default.
• W1977830066 hasConceptScore W1977830066C124101348 @default.
• W1977830066 hasConceptScore W1977830066C134306372 @default.
• W1977830066 hasConceptScore W1977830066C151730666 @default.
• W1977830066 hasConceptScore W1977830066C152124472 @default.
• W1977830066 hasConceptScore W1977830066C153180895 @default.
• W1977830066 hasConceptScore W1977830066C154945302 @default.
• W1977830066 hasConceptScore W1977830066C177148314 @default.
• W1977830066 hasConceptScore W1977830066C177264268 @default.
• W1977830066 hasConceptScore W1977830066C199360897 @default.
• W1977830066 hasConceptScore W1977830066C2776482837 @default.
• W1977830066 hasConceptScore W1977830066C2777212361 @default.
• W1977830066 hasConceptScore W1977830066C2779343474 @default.
• W1977830066 hasConceptScore W1977830066C33923547 @default.
• W1977830066 hasConceptScore W1977830066C34872919 @default.
• W1977830066 hasConceptScore W1977830066C41008148 @default.
• W1977830066 hasConceptScore W1977830066C55166926 @default.
• W1977830066 hasConceptScore W1977830066C58973888 @default.
• W1977830066 hasConceptScore W1977830066C75294576 @default.
• W1977830066 hasConceptScore W1977830066C77967617 @default.
• W1977830066 hasConceptScore W1977830066C86803240 @default.
• W1977830066 hasConceptScore W1977830066C95623464 @default.
• W1977830066 hasLocation W19778300661 @default.
• W1977830066 hasOpenAccess W1977830066 @default.
• W1977830066 hasPrimaryLocation W19778300661 @default.
• W1977830066 hasRelatedWork W167321734 @default.
• W1977830066 hasRelatedWork W2597787948 @default.
• W1977830066 hasRelatedWork W2899526737 @default.
• W1977830066 hasRelatedWork W2902657475 @default.
• W1977830066 hasRelatedWork W2903578902 @default.
• W1977830066 hasRelatedWork W2905382854 @default.
• W1977830066 hasRelatedWork W2912288872 @default.
• W1977830066 hasRelatedWork W3025582806 @default.
• W1977830066 hasRelatedWork W3196155444 @default.
• W1977830066 hasRelatedWork W4320063314 @default.
• W1977830066 isParatext "false" @default.
• W1977830066 isRetracted "false" @default.
• W1977830066 magId "1977830066" @default.

• next