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WorldCist'23 - 11st World Conference on Information Systems and Technologies

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Parallelization Algorithm For The Calculation of Typical Testors Based On Yyc

In the present work, a new method is proposed to find typical testors, which helps reduce the number of features needed to carry out classification processes. The proposed algorithm divides a basic matrix into blocks, then the typical testors of the defined blocks are found. To find the typical testors of the complete basic matrix, unions between the elements of these sets obtained from the blocks are tested. A criterion is developed to determine when the unions of typical testors of blocks form typical testors of the complete matrix. The performance of the method is evaluated using synthetic matrices. The execution time of the method in parallel and sequential versions was compared and contrasted with the YYC algorithm used for the complete basic matrix. Finally, its performance is analyzed in a real database obtained from the UCI Repository.

Ariana Soria-Salgado
Universidad San Francisco de Quito
Ecuador

Julio Ibarra-Fiallo
Universidad San Francisco de Quito
Ecuador

Eduardo Alba-Cabrera
Universidad San Francisco de Quito
Ecuador

 


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