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

页码：351 / 358

页数：8

共 50 条

[1] A Framework for Improvement a Decision Tree Learning Algorithm Using K-NN
Kurematsu, Masaki
Hakura, Jun
Fujita, Hamido
NEW TRENDS IN SOFTWARE METHODOLOGIES, TOOLS AND TECHNIQUES, 2014, 265 : 206 - 212
[2] Improvement of intrusion detection by using decision tree based on protocol analysis
Li, Liang
Li, Hanju
Li, Ming
Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2004, 32 (12): : 37 - 39
[3] Improvement of decision tree generation by using instance-based learning and clustering method
Jia, J
Abe, K
INFORMATION INTELLIGENCE AND SYSTEMS, VOLS 1-4, 1996, : 696 - 701
[4] Analysis of Factors Influencing Online Learning Using the Decision Tree Method
Li X.
Tang H.
HighTech and Innovation Journal, 2024, 5 (02): : 479 - 488
[5] The clinical decision analysis using decision tree
Bae, Jong-Myon
EPIDEMIOLOGY AND HEALTH, 2014, 36
[6] Educational data mining using cluster analysis and decision tree technique: A case study
Krizanic, Snjezana
INTERNATIONAL JOURNAL OF ENGINEERING BUSINESS MANAGEMENT, 2020, 12
[7] An improvement approach for word tendency using decision tree
Atlam, ES
Ghada, E
Fuketa, M
Morita, K
Aoe, J
KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 4, PROCEEDINGS, 2005, 3684 : 606 - 611
[8] Strategies for Idea Improvement using an Idea-Centric Discourse Analysis
Lee, Alwyn Vwen Yen
Tan, Seng Chee
26TH INTERNATIONAL CONFERENCE ON COMPUTERS IN EDUCATION (ICCE 2018), 2018, : 199 - 204
[9] Decision tree state tying using cluster validity criteria
Chien, JT
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2005, 13 (02): : 182 - 193
[10] An improvement on the algorithm of decision tree
Liu, XM
Huang, HK
Xu, WX
PROCEEDINGS OF THE 8TH JOINT CONFERENCE ON INFORMATION SCIENCES, VOLS 1-3, 2005, : 1485 - 1488

← 1 2 3 4 5 →