Matches in SemOpenAlex for { <https://semopenalex.org/work/W2767091710> ?p ?o ?g. }
Showing items 1 to 66 of
66
with 100 items per page.
- W2767091710 abstract "Appearance of microcalcifications in mammograms is one of the early signs of breast cancer. In this work, one-class support vector machines (SVM), a novelty detection method, is utilized for detection of the mammogram samples containing microcalcifications. These samples are small regions of the mammograms with the size of 25x25 pixels. Each of the samples are represented by 25 features that are already proven to be accurate identifiers of the microcalcifications. Since the obtained classification performance of one-class SVM with all these 25 features is very low (accuracy = 0.5575, sensitivity = 0.2107, specificity = 0.9042), number of these features is reduced by using principal component analysis (PCA). Training a classifier only with the PCA features achieves an improved performance (accuracy = 0.9464, sensitivity = 1.0000, specificity = 0.8927) where the number of false negative samples is reduced from 206 to 0." @default.
- W2767091710 created "2017-11-10" @default.
- W2767091710 creator A5021272585 @default.
- W2767091710 creator A5036190068 @default.
- W2767091710 date "2017-09-20" @default.
- W2767091710 modified "2023-09-24" @default.
- W2767091710 title "A Novelty Detection Approach to Classification of Breast Tissue Containing Microcalcifications" @default.
- W2767091710 cites W1969728633 @default.
- W2767091710 cites W1977314360 @default.
- W2767091710 cites W2025025456 @default.
- W2767091710 cites W2032215398 @default.
- W2767091710 cites W2044690837 @default.
- W2767091710 cites W2056555375 @default.
- W2767091710 cites W2071128523 @default.
- W2767091710 cites W2092886150 @default.
- W2767091710 cites W2130878814 @default.
- W2767091710 cites W2153635508 @default.
- W2767091710 doi "https://doi.org/10.1145/3129676.3129680" @default.
- W2767091710 hasPublicationYear "2017" @default.
- W2767091710 type Work @default.
- W2767091710 sameAs 2767091710 @default.
- W2767091710 citedByCount "0" @default.
- W2767091710 crossrefType "proceedings-article" @default.
- W2767091710 hasAuthorship W2767091710A5021272585 @default.
- W2767091710 hasAuthorship W2767091710A5036190068 @default.
- W2767091710 hasConcept C121608353 @default.
- W2767091710 hasConcept C126322002 @default.
- W2767091710 hasConcept C138885662 @default.
- W2767091710 hasConcept C153180895 @default.
- W2767091710 hasConcept C154945302 @default.
- W2767091710 hasConcept C27206212 @default.
- W2767091710 hasConcept C2778738651 @default.
- W2767091710 hasConcept C2778924833 @default.
- W2767091710 hasConcept C3020109028 @default.
- W2767091710 hasConcept C41008148 @default.
- W2767091710 hasConcept C530470458 @default.
- W2767091710 hasConcept C71924100 @default.
- W2767091710 hasConceptScore W2767091710C121608353 @default.
- W2767091710 hasConceptScore W2767091710C126322002 @default.
- W2767091710 hasConceptScore W2767091710C138885662 @default.
- W2767091710 hasConceptScore W2767091710C153180895 @default.
- W2767091710 hasConceptScore W2767091710C154945302 @default.
- W2767091710 hasConceptScore W2767091710C27206212 @default.
- W2767091710 hasConceptScore W2767091710C2778738651 @default.
- W2767091710 hasConceptScore W2767091710C2778924833 @default.
- W2767091710 hasConceptScore W2767091710C3020109028 @default.
- W2767091710 hasConceptScore W2767091710C41008148 @default.
- W2767091710 hasConceptScore W2767091710C530470458 @default.
- W2767091710 hasConceptScore W2767091710C71924100 @default.
- W2767091710 hasLocation W27670917101 @default.
- W2767091710 hasOpenAccess W2767091710 @default.
- W2767091710 hasPrimaryLocation W27670917101 @default.
- W2767091710 hasRelatedWork W1570269564 @default.
- W2767091710 hasRelatedWork W1592075725 @default.
- W2767091710 hasRelatedWork W2027738917 @default.
- W2767091710 hasRelatedWork W2072135972 @default.
- W2767091710 hasRelatedWork W2405544437 @default.
- W2767091710 hasRelatedWork W2806590987 @default.
- W2767091710 hasRelatedWork W2939647666 @default.
- W2767091710 hasRelatedWork W3009062484 @default.
- W2767091710 hasRelatedWork W4213225351 @default.
- W2767091710 hasRelatedWork W4301477409 @default.
- W2767091710 isParatext "false" @default.
- W2767091710 isRetracted "false" @default.
- W2767091710 magId "2767091710" @default.
- W2767091710 workType "article" @default.