Matches in SemOpenAlex for { <https://semopenalex.org/work/W2952803428> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W2952803428 endingPage "172" @default.
- W2952803428 startingPage "147" @default.
- W2952803428 abstract "Diabetic retinopathy (DR) is one of the major leading diseases of vision loss in middle-aged men and women. It refers to the changes that happen to the retina of individuals suffering from diabetes for a long time. In this chapter, we present the results from using the Adaptive Neuro-Fuzzy Inference System (ANFIS) to classify the retina’s level of damage caused by DR to four classes (low, moderate, high, and not damaged). Initially, a dataset was built out of the publicly available DIARETDB0 dataset, by giving an estimated value for DR risk factors and symptoms for each retinal image in the DIARETDB0 dataset. The risk factors considered in this experiment include: diabetes duration, age, sugar level, blood pressure, cholesterol level, and hemoglobin level. The DR symptoms are microaneurysms, hemorrhages, and exudates. Two techniques were used for performing the feature selection: the correlation coefficient and principal component analysis (PCA), along with different types of membership functions, and their results were compared. The experimental results show that using half of the features with the highest correlation gives better performance with 84.09% accuracy, root-mean-square-error (RMSE) of 0.476 and a Kappa coefficient of 0.79. While using PCA, the accuracy was 65.9%, RMSE was 0.738 and Kappa coefficient of 0.544." @default.
- W2952803428 created "2019-06-27" @default.
- W2952803428 creator A5057675069 @default.
- W2952803428 creator A5063910828 @default.
- W2952803428 date "2019-01-01" @default.
- W2952803428 modified "2023-10-14" @default.
- W2952803428 title "A Neuro-Fuzzy Inference Model for Diabetic Retinopathy Classification" @default.
- W2952803428 cites W1979866946 @default.
- W2952803428 cites W1985390817 @default.
- W2952803428 cites W1995529766 @default.
- W2952803428 cites W2053782453 @default.
- W2952803428 cites W2077997845 @default.
- W2952803428 cites W2088422930 @default.
- W2952803428 cites W2099344090 @default.
- W2952803428 cites W2128728535 @default.
- W2952803428 cites W2132879594 @default.
- W2952803428 cites W2142866653 @default.
- W2952803428 cites W2343754859 @default.
- W2952803428 cites W2515180630 @default.
- W2952803428 cites W2625882437 @default.
- W2952803428 cites W2769713325 @default.
- W2952803428 doi "https://doi.org/10.1016/b978-0-12-815553-0.00007-0" @default.
- W2952803428 hasPublicationYear "2019" @default.
- W2952803428 type Work @default.
- W2952803428 sameAs 2952803428 @default.
- W2952803428 citedByCount "16" @default.
- W2952803428 countsByYear W29528034282020 @default.
- W2952803428 countsByYear W29528034282021 @default.
- W2952803428 countsByYear W29528034282022 @default.
- W2952803428 countsByYear W29528034282023 @default.
- W2952803428 crossrefType "book-chapter" @default.
- W2952803428 hasAuthorship W2952803428A5057675069 @default.
- W2952803428 hasAuthorship W2952803428A5063910828 @default.
- W2952803428 hasConcept C105795698 @default.
- W2952803428 hasConcept C117220453 @default.
- W2952803428 hasConcept C134018914 @default.
- W2952803428 hasConcept C139945424 @default.
- W2952803428 hasConcept C153180895 @default.
- W2952803428 hasConcept C154945302 @default.
- W2952803428 hasConcept C186108316 @default.
- W2952803428 hasConcept C195975749 @default.
- W2952803428 hasConcept C2524010 @default.
- W2952803428 hasConcept C27438332 @default.
- W2952803428 hasConcept C2779829184 @default.
- W2952803428 hasConcept C2780092901 @default.
- W2952803428 hasConcept C33923547 @default.
- W2952803428 hasConcept C41008148 @default.
- W2952803428 hasConcept C555293320 @default.
- W2952803428 hasConcept C58166 @default.
- W2952803428 hasConcept C71924100 @default.
- W2952803428 hasConceptScore W2952803428C105795698 @default.
- W2952803428 hasConceptScore W2952803428C117220453 @default.
- W2952803428 hasConceptScore W2952803428C134018914 @default.
- W2952803428 hasConceptScore W2952803428C139945424 @default.
- W2952803428 hasConceptScore W2952803428C153180895 @default.
- W2952803428 hasConceptScore W2952803428C154945302 @default.
- W2952803428 hasConceptScore W2952803428C186108316 @default.
- W2952803428 hasConceptScore W2952803428C195975749 @default.
- W2952803428 hasConceptScore W2952803428C2524010 @default.
- W2952803428 hasConceptScore W2952803428C27438332 @default.
- W2952803428 hasConceptScore W2952803428C2779829184 @default.
- W2952803428 hasConceptScore W2952803428C2780092901 @default.
- W2952803428 hasConceptScore W2952803428C33923547 @default.
- W2952803428 hasConceptScore W2952803428C41008148 @default.
- W2952803428 hasConceptScore W2952803428C555293320 @default.
- W2952803428 hasConceptScore W2952803428C58166 @default.
- W2952803428 hasConceptScore W2952803428C71924100 @default.
- W2952803428 hasLocation W29528034281 @default.
- W2952803428 hasOpenAccess W2952803428 @default.
- W2952803428 hasPrimaryLocation W29528034281 @default.
- W2952803428 hasRelatedWork W2114654021 @default.
- W2952803428 hasRelatedWork W2263529430 @default.
- W2952803428 hasRelatedWork W2389800468 @default.
- W2952803428 hasRelatedWork W2765961949 @default.
- W2952803428 hasRelatedWork W2768005043 @default.
- W2952803428 hasRelatedWork W2897870065 @default.
- W2952803428 hasRelatedWork W3119865579 @default.
- W2952803428 hasRelatedWork W4244255161 @default.
- W2952803428 hasRelatedWork W4311044000 @default.
- W2952803428 hasRelatedWork W4382982879 @default.
- W2952803428 isParatext "false" @default.
- W2952803428 isRetracted "false" @default.
- W2952803428 magId "2952803428" @default.
- W2952803428 workType "book-chapter" @default.