FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3152161869> ?p ?o ?g. }

• W3152161869 endingPage "105003" @default.
• W3152161869 startingPage "105003" @default.
• W3152161869 abstract "Abstract Considering the complementarity of mammography and breast MRI, the research of feature fusion diagnosis based on cross-modality images was explored to improve the accuracy of breast cancer diagnosis. 201 patients with both mammography and breast MRI were collected retrospectively, including 117 cases of benign lesions and 84 cases of malignant ones. Two feature optimization strategies of sequential floating forward selection (SFFS), SFFS-1 and SFFS-2, were defined based on the sequential floating forward selection method. Each strategy was used to analyze the diagnostic performance of single-modality images and then to study the feature fusion diagnosis of cross-modality images. Three feature fusion approaches were compared: optimizing MRI features and then fusing those of mammography; optimizing mammography features and then fusing those of MRI; selecting the effective features from the whole feature set (mammography and MRI). Support vector machine, Naive Bayes, and K-nearest neighbor were employed as the classifiers and were finally integrated to get better performance. The average accuracy and area under the ROC curve (AUC) of MRI (88.56%, 0.9 for SFFS-1, 88.39%, 0.89 for SFFS-2) were better than mammography (84.25%, 0.84 for SFFS-1, 80.43%, 0.80 for SFFS-2). Furthermore, compared with a single modality, the average accuracy and AUC of cross-modality feature fusion can improve from 85.40% and 0.86 to 89.66% and 0.91. Classifier integration improved the accuracy and AUC from 90.49%, 0.92 to 92.37%, and 0.97. Cross-modality image feature fusion can achieve better diagnosis performance than a single modality. Feature selection strategy SFFS-1 has better efficiency than SFFS-2. Classifier integration can further improve diagnostic accuracy." @default.
• W3152161869 created "2021-04-13" @default.
• W3152161869 creator A5001215093 @default.
• W3152161869 creator A5004139292 @default.
• W3152161869 creator A5012677271 @default.
• W3152161869 creator A5014068004 @default.
• W3152161869 creator A5016190030 @default.
• W3152161869 creator A5034553332 @default.
• W3152161869 creator A5067451552 @default.
• W3152161869 creator A5072470001 @default.
• W3152161869 date "2021-05-04" @default.
• W3152161869 modified "2023-09-26" @default.
• W3152161869 title "Cross-modality image feature fusion diagnosis in breast cancer" @default.
• W3152161869 cites W2013906202 @default.
• W3152161869 cites W2016771288 @default.
• W3152161869 cites W2019090719 @default.
• W3152161869 cites W2024549356 @default.
• W3152161869 cites W2069914810 @default.
• W3152161869 cites W2097764473 @default.
• W3152161869 cites W2103004421 @default.
• W3152161869 cites W2158128205 @default.
• W3152161869 cites W2343432832 @default.
• W3152161869 cites W2345524222 @default.
• W3152161869 cites W2476370993 @default.
• W3152161869 cites W2523990588 @default.
• W3152161869 cites W2653993779 @default.
• W3152161869 cites W2708300791 @default.
• W3152161869 cites W2755641009 @default.
• W3152161869 cites W2768669038 @default.
• W3152161869 cites W2783710041 @default.
• W3152161869 cites W2789237227 @default.
• W3152161869 cites W2800539391 @default.
• W3152161869 cites W2805105654 @default.
• W3152161869 cites W2884716214 @default.
• W3152161869 cites W2902061817 @default.
• W3152161869 cites W2911188335 @default.
• W3152161869 cites W2912993657 @default.
• W3152161869 cites W2914700344 @default.
• W3152161869 cites W2926848333 @default.
• W3152161869 cites W2936568509 @default.
• W3152161869 cites W2945819472 @default.
• W3152161869 cites W2946044075 @default.
• W3152161869 cites W2951071083 @default.
• W3152161869 cites W2951086240 @default.
• W3152161869 cites W2952319621 @default.
• W3152161869 cites W2969425017 @default.
• W3152161869 cites W2978652273 @default.
• W3152161869 cites W2979878425 @default.
• W3152161869 cites W2986798853 @default.
• W3152161869 cites W2989028599 @default.
• W3152161869 cites W2997405657 @default.
• W3152161869 cites W3004452670 @default.
• W3152161869 cites W3036942857 @default.
• W3152161869 doi "https://doi.org/10.1088/1361-6560/abf38b" @default.
• W3152161869 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33784653" @default.
• W3152161869 hasPublicationYear "2021" @default.
• W3152161869 type Work @default.
• W3152161869 sameAs 3152161869 @default.
• W3152161869 citedByCount "2" @default.
• W3152161869 countsByYear W31521618692021 @default.
• W3152161869 countsByYear W31521618692023 @default.
• W3152161869 crossrefType "journal-article" @default.
• W3152161869 hasAuthorship W3152161869A5001215093 @default.
• W3152161869 hasAuthorship W3152161869A5004139292 @default.
• W3152161869 hasAuthorship W3152161869A5012677271 @default.
• W3152161869 hasAuthorship W3152161869A5014068004 @default.
• W3152161869 hasAuthorship W3152161869A5016190030 @default.
• W3152161869 hasAuthorship W3152161869A5034553332 @default.
• W3152161869 hasAuthorship W3152161869A5067451552 @default.
• W3152161869 hasAuthorship W3152161869A5072470001 @default.
• W3152161869 hasConcept C121608353 @default.
• W3152161869 hasConcept C12267149 @default.
• W3152161869 hasConcept C126322002 @default.
• W3152161869 hasConcept C138885662 @default.
• W3152161869 hasConcept C148483581 @default.
• W3152161869 hasConcept C153180895 @default.
• W3152161869 hasConcept C154945302 @default.
• W3152161869 hasConcept C27181475 @default.
• W3152161869 hasConcept C2776401178 @default.
• W3152161869 hasConcept C2780226545 @default.
• W3152161869 hasConcept C2780472235 @default.
• W3152161869 hasConcept C41008148 @default.
• W3152161869 hasConcept C41895202 @default.
• W3152161869 hasConcept C52001869 @default.
• W3152161869 hasConcept C530470458 @default.
• W3152161869 hasConcept C71924100 @default.
• W3152161869 hasConcept C95623464 @default.
• W3152161869 hasConceptScore W3152161869C121608353 @default.
• W3152161869 hasConceptScore W3152161869C12267149 @default.
• W3152161869 hasConceptScore W3152161869C126322002 @default.
• W3152161869 hasConceptScore W3152161869C138885662 @default.
• W3152161869 hasConceptScore W3152161869C148483581 @default.
• W3152161869 hasConceptScore W3152161869C153180895 @default.
• W3152161869 hasConceptScore W3152161869C154945302 @default.
• W3152161869 hasConceptScore W3152161869C27181475 @default.
• W3152161869 hasConceptScore W3152161869C2776401178 @default.
• W3152161869 hasConceptScore W3152161869C2780226545 @default.
• W3152161869 hasConceptScore W3152161869C2780472235 @default.

• next