An efficient method to reduce the size of consistent decision tables

Finding reductions from decision tables is one of the main objectives in information processing. Many studies focus on attribute reduct that reduces the number of columns in the decision table. The problem of finding all attribute reducts of consistent decision table is exponential in the number of...

Teljes leírás

Elmentve itt :
Bibliográfiai részletek
Szerzők: Demetrovics János
Quang Hoang Minh
Thi Vu Duc
Anh Nguyen Viet
Dokumentumtípus: Cikk
Megjelent: University of Szeged, Institute of Informatics Szeged 2018
Sorozat:Acta cybernetica 23 No. 4
Kulcsszavak:Számítástechnika, Programozás
Tárgyszavak:
doi:10.14232/actacyb.23.4.2018.4

Online Access:http://acta.bibl.u-szeged.hu/58180
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520 3 |a Finding reductions from decision tables is one of the main objectives in information processing. Many studies focus on attribute reduct that reduces the number of columns in the decision table. The problem of finding all attribute reducts of consistent decision table is exponential in the number of attributes. In this paper, we aim at finding solutions for the problem of decision table reduction in polynomial time. More specifically, we deal with both the object reduct problem and the attribute reduct problem in consistent decision tables. We proved theoretically that our proposed methods for the two problems run in polynomial time. The proposed methods can be combined to significantly reduce the size of a consistent decision table both horizontally and vertically. 
650 4 |a Természettudományok 
650 4 |a Számítás- és információtudomány 
695 |a Számítástechnika, Programozás 
700 0 1 |a Quang Hoang Minh  |e aut 
700 0 1 |a Thi Vu Duc  |e aut 
700 0 1 |a Anh Nguyen Viet  |e aut 
856 4 0 |u http://acta.bibl.u-szeged.hu/58180/1/cybernetica_023_numb_003_1039-1054.pdf  |z Dokumentum-elérés