Volume 7 Number 8 (Aug. 2012)
Home > Archive > 2012 > Volume 7 Number 8 (Aug. 2012) >
JSW 2012 Vol.7(8): 1775-1782 ISSN: 1796-217X
doi: 10.4304/jsw.7.8.1775-1782

A Splitting Criteria Based on Similarity in Decision Tree Learning

Xinmeng Zhang and Shengyi Jiang
Cisco School of Informatics, Guangdong University of Foreign Studies, Guang Zhou, china

Abstract—Decision trees are considered to be the most effective and widely used data mining technique for classification, their representation is intuitive and generally easy to be comprehended by humans. The most critical issue in the learning process of decision trees is the splitting criteria. In this paper, we firstly provide the definition of similarity computation that usually used in data clustering and apply it to the learning process of decision trees. Then, we propose a novel splitting criteria which chooses the split with maximum similarity and the decision tree is called mstree. At the same time, we suggest the pruning methodology. The empirical experiments conducted on benchmark datasets have verified that the algorithm has outperformed some classic algorithms such as id3, c4.5 in the classification precision, and less affected by the size of training set.

Index Terms—data mining; decision tree; similarity; Classification

[PDF]

Cite: Xinmeng Zhang and Shengyi Jiang, "A Splitting Criteria Based on Similarity in Decision Tree Learning," Journal of Software vol. 7, no. 8, pp. 1775-1782, 2012.

General Information

ISSN: 1796-217X (Online)
Frequency:  Bimonthly (Since 2020)
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, Google Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
  • Apr 26, 2021 News!

    Vol 14, No 4- Vol 14, No 12 has been indexed by IET-(Inspec)     [Click]

  • Jun 22, 2020 News!

    Papers published in JSW Vol 14, No 1- Vol 15 No 4 have been indexed by DBLP     [Click]

  • Sep 13, 2021 News!

    The papers published in Vol 16, No 6 have all received dois from Crossref    [Click]

  • Jan 28, 2021 News!

    [CFP] 2021 the annual meeting of JSW Editorial Board, ICCSM 2021, will be held in Rome, Italy, July 21-23, 2021   [Click]

  • Sep 13, 2021 News!

    Vol 16, No 6 has been published with online version     [Click]