An Idea of Improvement Decision Tree Learning Using Cluster Analysis

被引：2
|
作者：
Amanuma, Saori [1 ]
Kurematsu, Masaki [1 ]
Fujita, Hamido [1 ]
机构：
[1] Iwate Prefectual Univ, Grad Sch Software & Informat, Takizawa, Iwate, Japan
来源：
NEW TRENDS IN SOFTWARE METHODOLOGIES, TOOLS AND TECHNIQUES | 2012年 / 246卷
关键词：
Decision Tree; Cluster analysis; Machine Learning; Within-class variance; Between-class variance;
D O I：
10.3233/978-1-61499-125-0-351
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
In this paper, we proposed an idea of improvement of a decision tree learning algorithm using cluster analysis. We classify data set based on two relations. One is the relation between each class and each attribute and the other is the relation between attributes. First relation is used in a traditional decision tree algorithm and second relation is used in cluster analysis. Using second relation is our point in this approach. In order to evaluate our approach, we did an experiment using data set in machine learning repositories. Experimental result show the possibility that our approach is better than a traditional decision tree learning algorithm.
引用
收藏
页码：351 / 358
页数：8
相关论文
共 50 条
  • [31] Improvement of Text Compression Parameters Using Cluster Analysis
    Dvorsky, Jiri
    Martinovic, Jan
    DATESO 2007 - DATABASES, TEXTS, SPECIFICATIONS, OBJECTS: PROCEEDINGS OF THE 7TH ANNUAL INTERNATIONAL WORKSHOP, 2007, 235 : 115 - 126
  • [32] Improvement and Analysis of ID3 Algorithm in Decision-making Tree
    Xie, Xiao-Lan
    Long, Zhen
    Liao, Wen-Qi
    INTERNATIONAL CONFERENCE ON INTELLIGENT EARTH OBSERVING AND APPLICATIONS 2015, 2015, 9808
  • [33] DECISION TREE ANALYSIS
    HOHNER, G
    INDUSTRIAL ENGINEERING, 1982, 14 (06): : 23 - 23
  • [34] Multicriteria decision analysis in a decision tree
    Lootsma, FA
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1997, 101 (03) : 442 - 451
  • [35] Multicriteria decision analysis in a decision tree
    Delft Univ of Technology, Delft, Netherlands
    Eur J Oper Res, 3 (442-451):
  • [36] An instrument for on-line learning performance analysis by using decision tree technology on web based portfolios
    Liu, CC
    Chen, GD
    Ou, KL
    Lee, CH
    Lu, CF
    ADVANCED RESEARCH IN COMPUTERS AND COMMUNICATIONS IN EDUCATION, VOL 1: NEW HUMAN ABILITIES FOR THE NETWORKED SOCIETY, 1999, 55 : 452 - 459
  • [37] Learning Knowledge of Radiation Therapy Treatment Plans Using Decision Tree
    Chang, X.
    Li, H.
    Yang, D.
    MEDICAL PHYSICS, 2017, 44 (06) : 3104 - 3104
  • [38] VARK Learning Style Classification Using Decision Tree with Physiological Signals
    Lawal Ibrahim Faruk Dutsinma
    Punnarumol Temdee
    Wireless Personal Communications, 2020, 115 : 2875 - 2896
  • [39] Femur segmentation in DXA imaging using a machine learning decision tree
    Hussain, Dildar
    Al-antari, Mugahed A.
    Al-masni, Mohammed A.
    Han, Seung-Moo
    Kim, Tae-Seong
    JOURNAL OF X-RAY SCIENCE AND TECHNOLOGY, 2018, 26 (05) : 727 - 746
  • [40] Prediction of Learning Disabilities in School Age Children Using Decision Tree
    Julie, M. David
    Kannan, Balakrishnan
    RECENT TRENDS IN NETWORKS AND COMMUNICATIONS, 2010, 90 : 533 - +
12345