Matches in SemOpenAlex for { <https://semopenalex.org/work/W2766005514> ?p ?o ?g. }
Showing items 1 to 82 of
82
with 100 items per page.
- W2766005514 abstract "Herlev dataset consists of 7 cervical cell classes, i.e. superficial squamous, intermediate squamous, columnar, mild dysplasia, moderate dysplasia, severe dysplasia, and carcinoma in situ is considered. The dataset will be tested to classify two classes, consisting of normal and abnormal cells. Seven different cell types will be classified to separate the cells into 7 classes which are 3 normal cell classes and 4 abnormal cell classes. There are still some difficulties to classify the dataset into seven classes. This Pap smear image dataset has a class with a number of different and unbalanced classes. Another condition is that the data has features that are suspected to be irrelevant, so it is still difficult to classify especially abnormal classes. To handle the class imbalance, this study used ensemble method (Bagging). For handling data that had features and had no contribution, we made feature selection of Greedy Forward Selection. Furthermore, Naïve Bayes was used as learning algorithms. The results of this study obtained the highest accuracy value for the classification of two classes that are normal and abnormal using Naïve Bayes model with Greedy Forward Selection of 92.15%. As the classification of seven classes is good enough for Naïve Bayes model and Greedy Forward Selection with Bagging of 63.25% although it still needs to improve." @default.
- W2766005514 created "2017-11-10" @default.
- W2766005514 creator A5004954186 @default.
- W2766005514 creator A5016415552 @default.
- W2766005514 creator A5039198660 @default.
- W2766005514 date "2017-08-01" @default.
- W2766005514 modified "2023-09-30" @default.
- W2766005514 title "Integration of Bagging and greedy forward selection on image pap smear classification using Naïve Bayes" @default.
- W2766005514 cites W2021688474 @default.
- W2766005514 cites W2048456683 @default.
- W2766005514 cites W2060549103 @default.
- W2766005514 cites W2104167780 @default.
- W2766005514 cites W2170413589 @default.
- W2766005514 cites W2557636358 @default.
- W2766005514 cites W2601837479 @default.
- W2766005514 cites W2603442891 @default.
- W2766005514 cites W3102737931 @default.
- W2766005514 cites W4240848932 @default.
- W2766005514 cites W651324517 @default.
- W2766005514 doi "https://doi.org/10.1109/citsm.2017.8089320" @default.
- W2766005514 hasPublicationYear "2017" @default.
- W2766005514 type Work @default.
- W2766005514 sameAs 2766005514 @default.
- W2766005514 citedByCount "5" @default.
- W2766005514 countsByYear W27660055142017 @default.
- W2766005514 countsByYear W27660055142018 @default.
- W2766005514 countsByYear W27660055142020 @default.
- W2766005514 countsByYear W27660055142022 @default.
- W2766005514 countsByYear W27660055142023 @default.
- W2766005514 crossrefType "proceedings-article" @default.
- W2766005514 hasAuthorship W2766005514A5004954186 @default.
- W2766005514 hasAuthorship W2766005514A5016415552 @default.
- W2766005514 hasAuthorship W2766005514A5039198660 @default.
- W2766005514 hasConcept C107673813 @default.
- W2766005514 hasConcept C11413529 @default.
- W2766005514 hasConcept C119857082 @default.
- W2766005514 hasConcept C12267149 @default.
- W2766005514 hasConcept C142724271 @default.
- W2766005514 hasConcept C148483581 @default.
- W2766005514 hasConcept C153180895 @default.
- W2766005514 hasConcept C154945302 @default.
- W2766005514 hasConcept C207201462 @default.
- W2766005514 hasConcept C2775894508 @default.
- W2766005514 hasConcept C2777212361 @default.
- W2766005514 hasConcept C41008148 @default.
- W2766005514 hasConcept C51823790 @default.
- W2766005514 hasConcept C52001869 @default.
- W2766005514 hasConcept C71924100 @default.
- W2766005514 hasConcept C81917197 @default.
- W2766005514 hasConceptScore W2766005514C107673813 @default.
- W2766005514 hasConceptScore W2766005514C11413529 @default.
- W2766005514 hasConceptScore W2766005514C119857082 @default.
- W2766005514 hasConceptScore W2766005514C12267149 @default.
- W2766005514 hasConceptScore W2766005514C142724271 @default.
- W2766005514 hasConceptScore W2766005514C148483581 @default.
- W2766005514 hasConceptScore W2766005514C153180895 @default.
- W2766005514 hasConceptScore W2766005514C154945302 @default.
- W2766005514 hasConceptScore W2766005514C207201462 @default.
- W2766005514 hasConceptScore W2766005514C2775894508 @default.
- W2766005514 hasConceptScore W2766005514C2777212361 @default.
- W2766005514 hasConceptScore W2766005514C41008148 @default.
- W2766005514 hasConceptScore W2766005514C51823790 @default.
- W2766005514 hasConceptScore W2766005514C52001869 @default.
- W2766005514 hasConceptScore W2766005514C71924100 @default.
- W2766005514 hasConceptScore W2766005514C81917197 @default.
- W2766005514 hasLocation W27660055141 @default.
- W2766005514 hasOpenAccess W2766005514 @default.
- W2766005514 hasPrimaryLocation W27660055141 @default.
- W2766005514 hasRelatedWork W1470425429 @default.
- W2766005514 hasRelatedWork W2169601064 @default.
- W2766005514 hasRelatedWork W2171665309 @default.
- W2766005514 hasRelatedWork W3014815208 @default.
- W2766005514 hasRelatedWork W3044272884 @default.
- W2766005514 hasRelatedWork W3107602296 @default.
- W2766005514 hasRelatedWork W3210877509 @default.
- W2766005514 hasRelatedWork W4205958290 @default.
- W2766005514 hasRelatedWork W4293525103 @default.
- W2766005514 hasRelatedWork W4306742369 @default.
- W2766005514 isParatext "false" @default.
- W2766005514 isRetracted "false" @default.
- W2766005514 magId "2766005514" @default.
- W2766005514 workType "article" @default.