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  A Greedy Algorithm for Construction of Decision Trees for Tables with Many-Valued Decisions – A Comparative Study
 
 
Title: A Greedy Algorithm for Construction of Decision Trees for Tables with Many-Valued Decisions – A Comparative Study
Author: Azad, Mohammad
Chikalov, Igor
Moshkov, Mikhail
Zielosko, Beata
Appeared in: Fundamenta informaticae
Paging: Volume 128 (2013) nr. 1-2 pages 1-15
Year: 2013-11-14
Contents: In the paper, we study a greedy algorithm for construction of decision trees. This algorithm is applicable to decision tables with many-valued decisions where each row is labeled with a set of decisions. For a given row, we should find a decision from the set attached to this row. Experimental results for data sets from UCI Machine Learning Repository and randomly generated tables are presented. We make a comparative study of the depth and average depth of the constructed decision trees for proposed approach and approach based on generalized decision. The obtained results show that the proposed approach can be useful from the point of view of knowledge representation and algorithm construction.
Publisher: IOS Press
Source file: Elektronische Wetenschappelijke Tijdschriften
 
 

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