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• W340463834 abstract "In this chapter we propose a new method of solving the attribute reduction problem. Our method is different to the classical approach using the so-called discernibility function and its CNF into DNF transformation. We have proved that the problem is equivalent to very efficient unate complementation algorithm. That is why we propose new algorithm based on recursive execution of the procedure, which at every step of recursion selects the splitting variable and then calculates the cofactors with respect to the selected variables (Shannon expansion procedure). The recursion continues until at each leaf of the recursion tree the easily computable rules for complement process can be applied. The recursion process creates a binary tree so that the final result is obtained merging the results in the subtrees. The final matrix represents all the minimal reducts of a decision table or all the minimal dependence sets of input variables, respectively. According to the results of computer tests, better results can be achieved by application of our method in combination with the classical method." @default.
• W340463834 created "2016-06-24" @default.
• W340463834 creator A5036301361 @default.
• W340463834 creator A5051919904 @default.
• W340463834 date "2014-01-01" @default.
• W340463834 modified "2023-09-24" @default.
• W340463834 title "Fast Algorithm of Attribute Reduction Based on the Complementation of Boolean Function" @default.
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• W340463834 doi "https://doi.org/10.1007/978-3-319-01436-4_2" @default.
• W340463834 hasPublicationYear "2014" @default.
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