Matches in SemOpenAlex for { <https://semopenalex.org/work/W2514731882> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W2514731882 abstract "The article concerns the problem of imbalanced data classification, when classes, into which elements belong, are not equally represented. In the classification model building process cross-validation technique is one of the most popular to assess the efficacy of a classifier. While over-sampling methods are used to create new objects to obtain the balance between the number of objects in classes, inappropriate usage of the preprocessing moment has a direct impact on the achieved results. In most cases they are overestimated. To present and assess this phenomenon in this paper three preprocessing techniques (SMOTE, Safe-level SMOTE, SPIDER) and their modifications are used to make new elements of data sets to balance cardinalities of classes, and two classification methods (SVM, C4.5) are compared. k-folds cross-validation technique ((k=10)) considering two moments of preprocessing approaches is performed. The measures as precision, recall, F-measure and area under the ROC curve (AUC) are calculated and compared." @default.
- W2514731882 created "2016-09-16" @default.
- W2514731882 creator A5030226812 @default.
- W2514731882 creator A5063497592 @default.
- W2514731882 date "2016-01-01" @default.
- W2514731882 modified "2023-09-24" @default.
- W2514731882 title "Empirical Assessment of Performance Measures for Preprocessing Moments in Imbalanced Data Classification Problem" @default.
- W2514731882 cites W1496056137 @default.
- W2514731882 cites W2053724458 @default.
- W2514731882 cites W2118978333 @default.
- W2514731882 cites W2122111042 @default.
- W2514731882 cites W2133990480 @default.
- W2514731882 cites W2148143831 @default.
- W2514731882 cites W2171141701 @default.
- W2514731882 cites W2787894218 @default.
- W2514731882 cites W376961572 @default.
- W2514731882 doi "https://doi.org/10.1007/978-3-319-45378-1_17" @default.
- W2514731882 hasPublicationYear "2016" @default.
- W2514731882 type Work @default.
- W2514731882 sameAs 2514731882 @default.
- W2514731882 citedByCount "3" @default.
- W2514731882 countsByYear W25147318822020 @default.
- W2514731882 countsByYear W25147318822021 @default.
- W2514731882 crossrefType "book-chapter" @default.
- W2514731882 hasAuthorship W2514731882A5030226812 @default.
- W2514731882 hasAuthorship W2514731882A5063497592 @default.
- W2514731882 hasBestOaLocation W25147318821 @default.
- W2514731882 hasConcept C10551718 @default.
- W2514731882 hasConcept C119857082 @default.
- W2514731882 hasConcept C12267149 @default.
- W2514731882 hasConcept C124101348 @default.
- W2514731882 hasConcept C153180895 @default.
- W2514731882 hasConcept C154945302 @default.
- W2514731882 hasConcept C34736171 @default.
- W2514731882 hasConcept C41008148 @default.
- W2514731882 hasConcept C95623464 @default.
- W2514731882 hasConceptScore W2514731882C10551718 @default.
- W2514731882 hasConceptScore W2514731882C119857082 @default.
- W2514731882 hasConceptScore W2514731882C12267149 @default.
- W2514731882 hasConceptScore W2514731882C124101348 @default.
- W2514731882 hasConceptScore W2514731882C153180895 @default.
- W2514731882 hasConceptScore W2514731882C154945302 @default.
- W2514731882 hasConceptScore W2514731882C34736171 @default.
- W2514731882 hasConceptScore W2514731882C41008148 @default.
- W2514731882 hasConceptScore W2514731882C95623464 @default.
- W2514731882 hasLocation W25147318821 @default.
- W2514731882 hasOpenAccess W2514731882 @default.
- W2514731882 hasPrimaryLocation W25147318821 @default.
- W2514731882 hasRelatedWork W1711974172 @default.
- W2514731882 hasRelatedWork W197274371 @default.
- W2514731882 hasRelatedWork W1975861284 @default.
- W2514731882 hasRelatedWork W1987860477 @default.
- W2514731882 hasRelatedWork W2031067986 @default.
- W2514731882 hasRelatedWork W2188850503 @default.
- W2514731882 hasRelatedWork W2379852483 @default.
- W2514731882 hasRelatedWork W2471037569 @default.
- W2514731882 hasRelatedWork W2786716196 @default.
- W2514731882 hasRelatedWork W2809897032 @default.
- W2514731882 hasRelatedWork W2892267020 @default.
- W2514731882 hasRelatedWork W2943284727 @default.
- W2514731882 hasRelatedWork W2979641612 @default.
- W2514731882 hasRelatedWork W2999014328 @default.
- W2514731882 hasRelatedWork W3005040103 @default.
- W2514731882 hasRelatedWork W3006113422 @default.
- W2514731882 hasRelatedWork W3008103964 @default.
- W2514731882 hasRelatedWork W3138850049 @default.
- W2514731882 hasRelatedWork W3159874618 @default.
- W2514731882 hasRelatedWork W2098063110 @default.
- W2514731882 isParatext "false" @default.
- W2514731882 isRetracted "false" @default.
- W2514731882 magId "2514731882" @default.
- W2514731882 workType "book-chapter" @default.