Matches in SemOpenAlex for { <https://semopenalex.org/work/W2521431486> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W2521431486 endingPage "49" @default.
- W2521431486 startingPage "43" @default.
- W2521431486 abstract "This research aims to study and develop the GA-based classifier using the Genetic Algorithm (GA) with k-length chromosome for 2-class data classification; and compare the accuracy with well-known basic methods. First of all, the data is normalized using the z-score technique. Then, the GA is used to select k informative features. Finally, the summation of data for the k features which have been selected is computed and compared with 0. If the summation is greater than 0, it is classified as class 1; otherwise, it is classified as class 2. Nine benchmark datasets are used to test the performance of the proposed method. The datasets are grouped as follows: three datasets with a small number of features (less than 100), three datasets with a medium number of features (100 – 1,000), and three datasets with a large number of features (more than 1,000). The 10-Fold Cross Validation technique is applied to compare the performance of the proposed GA-based method with the K-Nearest Neighbor (KNN), Decision Tree and Naive Bayes. The experimental results show that the proposed GA-based method gives comparable performance to the KNN, Decision Tree and Naive Bayes approaches in terms of accuracy and, therefore, confirms the validity of the purpose of this research." @default.
- W2521431486 created "2016-09-30" @default.
- W2521431486 creator A5032408097 @default.
- W2521431486 creator A5072760077 @default.
- W2521431486 date "2016-04-12" @default.
- W2521431486 modified "2023-09-27" @default.
- W2521431486 title "The data classification using Genetic Algorithm with k-length chromosome" @default.
- W2521431486 hasPublicationYear "2016" @default.
- W2521431486 type Work @default.
- W2521431486 sameAs 2521431486 @default.
- W2521431486 citedByCount "0" @default.
- W2521431486 crossrefType "journal-article" @default.
- W2521431486 hasAuthorship W2521431486A5032408097 @default.
- W2521431486 hasAuthorship W2521431486A5072760077 @default.
- W2521431486 hasConcept C113238511 @default.
- W2521431486 hasConcept C11413529 @default.
- W2521431486 hasConcept C12267149 @default.
- W2521431486 hasConcept C124101348 @default.
- W2521431486 hasConcept C153180895 @default.
- W2521431486 hasConcept C154945302 @default.
- W2521431486 hasConcept C33923547 @default.
- W2521431486 hasConcept C41008148 @default.
- W2521431486 hasConcept C52001869 @default.
- W2521431486 hasConcept C84525736 @default.
- W2521431486 hasConcept C95623464 @default.
- W2521431486 hasConceptScore W2521431486C113238511 @default.
- W2521431486 hasConceptScore W2521431486C11413529 @default.
- W2521431486 hasConceptScore W2521431486C12267149 @default.
- W2521431486 hasConceptScore W2521431486C124101348 @default.
- W2521431486 hasConceptScore W2521431486C153180895 @default.
- W2521431486 hasConceptScore W2521431486C154945302 @default.
- W2521431486 hasConceptScore W2521431486C33923547 @default.
- W2521431486 hasConceptScore W2521431486C41008148 @default.
- W2521431486 hasConceptScore W2521431486C52001869 @default.
- W2521431486 hasConceptScore W2521431486C84525736 @default.
- W2521431486 hasConceptScore W2521431486C95623464 @default.
- W2521431486 hasIssue "1" @default.
- W2521431486 hasLocation W25214314861 @default.
- W2521431486 hasOpenAccess W2521431486 @default.
- W2521431486 hasPrimaryLocation W25214314861 @default.
- W2521431486 hasRelatedWork W1498851019 @default.
- W2521431486 hasRelatedWork W1679736479 @default.
- W2521431486 hasRelatedWork W1970032027 @default.
- W2521431486 hasRelatedWork W2072131967 @default.
- W2521431486 hasRelatedWork W2082684957 @default.
- W2521431486 hasRelatedWork W2083913052 @default.
- W2521431486 hasRelatedWork W2127544153 @default.
- W2521431486 hasRelatedWork W2144689516 @default.
- W2521431486 hasRelatedWork W2149225307 @default.
- W2521431486 hasRelatedWork W2280214703 @default.
- W2521431486 hasRelatedWork W2305501312 @default.
- W2521431486 hasRelatedWork W2325233750 @default.
- W2521431486 hasRelatedWork W2354550860 @default.
- W2521431486 hasRelatedWork W2434042301 @default.
- W2521431486 hasRelatedWork W2809235345 @default.
- W2521431486 hasRelatedWork W2856960272 @default.
- W2521431486 hasRelatedWork W2903011483 @default.
- W2521431486 hasRelatedWork W3155935458 @default.
- W2521431486 hasRelatedWork W6552940 @default.
- W2521431486 hasRelatedWork W2971044545 @default.
- W2521431486 hasVolume "11" @default.
- W2521431486 isParatext "false" @default.
- W2521431486 isRetracted "false" @default.
- W2521431486 magId "2521431486" @default.
- W2521431486 workType "article" @default.