Matches in SemOpenAlex for { <https://semopenalex.org/work/W3205787421> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W3205787421 abstract "Instance-based classifiers become inefficient when the size of their training dataset or model is large. Therefore, they are usually applied in conjunction with a Data Reduction Technique that collects prototypes from the available training data. The set of prototypes is called the condensing set and has the benefit of low computational cost during classification, while, at the same time, accuracy is not negatively affected. In case of imbalanced training data, the number of prototypes collected for the minority (rare) classes may be insufficient. Even worse, the rare classes may be eliminated. This paper presents three methods that preserve the rare classes when data reduction is applied. Two of the methods apply data reduction only on the instances that belong to common classes and avoid costly under-sampling or over-sampling procedures that deal with class imbalances. The third method utilizes SMOTE over-sampling before data reduction. The three methods were tested by conducting experiments on twelve imbalanced datasets. Experimental results reveal high recall and very good reduction rates." @default.
- W3205787421 created "2021-10-25" @default.
- W3205787421 creator A5032970498 @default.
- W3205787421 creator A5043003448 @default.
- W3205787421 creator A5078177435 @default.
- W3205787421 creator A5089769845 @default.
- W3205787421 date "2021-07-12" @default.
- W3205787421 modified "2023-10-17" @default.
- W3205787421 title "Prototype Selection and Generation with Minority Classes Preservation" @default.
- W3205787421 cites W1968933949 @default.
- W3205787421 cites W2028391550 @default.
- W3205787421 cites W2067098334 @default.
- W3205787421 cites W2068514419 @default.
- W3205787421 cites W2092617083 @default.
- W3205787421 cites W2118978333 @default.
- W3205787421 cites W2133990480 @default.
- W3205787421 cites W2148143831 @default.
- W3205787421 cites W2151537585 @default.
- W3205787421 cites W2182722412 @default.
- W3205787421 cites W2772832743 @default.
- W3205787421 cites W2903362744 @default.
- W3205787421 cites W2918408501 @default.
- W3205787421 cites W571200655 @default.
- W3205787421 doi "https://doi.org/10.1109/iisa52424.2021.9555514" @default.
- W3205787421 hasPublicationYear "2021" @default.
- W3205787421 type Work @default.
- W3205787421 sameAs 3205787421 @default.
- W3205787421 citedByCount "0" @default.
- W3205787421 crossrefType "proceedings-article" @default.
- W3205787421 hasAuthorship W3205787421A5032970498 @default.
- W3205787421 hasAuthorship W3205787421A5043003448 @default.
- W3205787421 hasAuthorship W3205787421A5078177435 @default.
- W3205787421 hasAuthorship W3205787421A5089769845 @default.
- W3205787421 hasConcept C106131492 @default.
- W3205787421 hasConcept C111335779 @default.
- W3205787421 hasConcept C119857082 @default.
- W3205787421 hasConcept C124101348 @default.
- W3205787421 hasConcept C140779682 @default.
- W3205787421 hasConcept C153180895 @default.
- W3205787421 hasConcept C153914771 @default.
- W3205787421 hasConcept C154945302 @default.
- W3205787421 hasConcept C162324750 @default.
- W3205787421 hasConcept C177264268 @default.
- W3205787421 hasConcept C187736073 @default.
- W3205787421 hasConcept C197323446 @default.
- W3205787421 hasConcept C199360897 @default.
- W3205787421 hasConcept C2524010 @default.
- W3205787421 hasConcept C2776257435 @default.
- W3205787421 hasConcept C2777212361 @default.
- W3205787421 hasConcept C2778820799 @default.
- W3205787421 hasConcept C31258907 @default.
- W3205787421 hasConcept C31972630 @default.
- W3205787421 hasConcept C33923547 @default.
- W3205787421 hasConcept C41008148 @default.
- W3205787421 hasConcept C51632099 @default.
- W3205787421 hasConcept C58489278 @default.
- W3205787421 hasConcept C81917197 @default.
- W3205787421 hasConceptScore W3205787421C106131492 @default.
- W3205787421 hasConceptScore W3205787421C111335779 @default.
- W3205787421 hasConceptScore W3205787421C119857082 @default.
- W3205787421 hasConceptScore W3205787421C124101348 @default.
- W3205787421 hasConceptScore W3205787421C140779682 @default.
- W3205787421 hasConceptScore W3205787421C153180895 @default.
- W3205787421 hasConceptScore W3205787421C153914771 @default.
- W3205787421 hasConceptScore W3205787421C154945302 @default.
- W3205787421 hasConceptScore W3205787421C162324750 @default.
- W3205787421 hasConceptScore W3205787421C177264268 @default.
- W3205787421 hasConceptScore W3205787421C187736073 @default.
- W3205787421 hasConceptScore W3205787421C197323446 @default.
- W3205787421 hasConceptScore W3205787421C199360897 @default.
- W3205787421 hasConceptScore W3205787421C2524010 @default.
- W3205787421 hasConceptScore W3205787421C2776257435 @default.
- W3205787421 hasConceptScore W3205787421C2777212361 @default.
- W3205787421 hasConceptScore W3205787421C2778820799 @default.
- W3205787421 hasConceptScore W3205787421C31258907 @default.
- W3205787421 hasConceptScore W3205787421C31972630 @default.
- W3205787421 hasConceptScore W3205787421C33923547 @default.
- W3205787421 hasConceptScore W3205787421C41008148 @default.
- W3205787421 hasConceptScore W3205787421C51632099 @default.
- W3205787421 hasConceptScore W3205787421C58489278 @default.
- W3205787421 hasConceptScore W3205787421C81917197 @default.
- W3205787421 hasLocation W32057874211 @default.
- W3205787421 hasOpenAccess W3205787421 @default.
- W3205787421 hasPrimaryLocation W32057874211 @default.
- W3205787421 hasRelatedWork W10719664 @default.
- W3205787421 hasRelatedWork W12783365 @default.
- W3205787421 hasRelatedWork W13451536 @default.
- W3205787421 hasRelatedWork W2388674 @default.
- W3205787421 hasRelatedWork W4771408 @default.
- W3205787421 hasRelatedWork W6266756 @default.
- W3205787421 hasRelatedWork W7724241 @default.
- W3205787421 hasRelatedWork W7982726 @default.
- W3205787421 hasRelatedWork W8198582 @default.
- W3205787421 hasRelatedWork W3035862 @default.
- W3205787421 isParatext "false" @default.
- W3205787421 isRetracted "false" @default.
- W3205787421 magId "3205787421" @default.
- W3205787421 workType "article" @default.