This paper proposed a hybrid GA rule based categorization method, named genetic algorithm rule based categorization (GARC), to enhance the accuracy of categorization rules and to produce accurate classifier for text mining. | Nội dung Text Genetic algorithm rule based categorization method for textual data mining Decision Science Letters 9 2020 37 50 Contents lists available at GrowingScience Decision Science Letters homepage dsl Genetic algorithm rule based categorization method for textual data mining Mohammed H. Afifa b Abdullah Saeed Gharebcd Abdulgbar Saifcd Azuraliza Abu Bakarc and Omer Bazighifane a Department of Management Information systems Faculty of Business Administration Prince Sattam Bin Abdulaziz University Saudi Arabia b Department of Management Information Systems Faculty of Adiminstrative Sciences Hadramout University Yemen c Department of Computer Information Systems Faculty of Information Technology and Computer Science. University of Saba Region Marib Yemen d Center for Artificial Intelligence Technology Faculty of Information Science and Technology Universiti Kebangsaan Malaysia 43600 UKM Bangi Selangor Malaysia e Department of Mathematics Faculty of Education Hadramout University Seiyun Yemen CHRONICLE ABSTRACT Article history The rule based categorization approaches such as associative classification have the capability Received May 7 2019 to produce classifiers rival to those learned by traditional categorization approaches such as Received in revised format Naïve Bayes and K-nearest Neighbor. However the lack of useful discovery and usage of August 25 2019 categorization rules are the major challenges of rule based approaches and their performance is Accepted August 25 2019 Available online declined with large set of rules. Genetic Algorithm GA is effective to reduce the high August 25 2019 dimensionality and improve categorization performance. However the usage of GA in most Keywords researches is limited in the categorization preprocessing stage and its results is used to simplify Rule based categorization the categorization process performed by other categorization algorithms. This paper proposed a Text categorization hybrid GA rule
