Decision tree construction from multidimensional structured data

被引：0

作者：

Watanuma, Tomoki ^{[1
]}

Ozaki, Tomonobu ^{[1
]}

Ohkawa, Takenao ^{[1
]}

机构：

[1] Kobe Univ, Grad Sch Sci & Technol, 1-1 Rokkodai, Kobe, Hyogo 6578501, Japan

来源：

ICDM 2006: SIXTH IEEE INTERNATIONAL CONFERENCE ON DATA MINING, WORKSHOPS | 2006年

关键词：

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Since most structured data mining techniques specialize in mining from single structured data, it cannot handle more realistic data which consist of different and plural kinds of structured data. To cope with this problem, we propose an algorithm for constructing decision trees from multidimensional structured data by introducing the techniques for mining correlated and closed patterns with effective pruning capabilities into the traditional TDIDT approach. The results of the experiments with real world data show the effectiveness of the proposed algorithm.

引用

页码：237 / +

页数：2

共 50 条

[1] Multidimensional Data Querying on Tree-Structured Overlay
XU Lizhen
Wuhan University Journal of Natural Sciences, 2006, (05) : 1367 - 1372
[2] TREE2 -: Decision trees for tree structured data
Bringmann, B
Zimmermann, A
KNOWLEDGE DISCOVERY IN DATABASES: PKDD 2005, 2005, 3721 : 46 - 58
[3] Fast decision tree construction on streaming data
Huang Shucheng
Dong Yisheng
CHINESE JOURNAL OF ELECTRONICS, 2006, 15 (04): : 643 - 648
[4] Parallel Multidimensional Uncertain Data Evidence Theory Decision Tree
Fang, Li
Chong, Wang
Yi, Chen
THIRD INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING, 2009, : 451 - 454
[5] Decision tree construction for data mining on grid computing
Tsai, ST
Yang, CT
2004 IEEE INTERNATIONAL CONFERNECE ON E-TECHNOLOGY, E-COMMERE AND E-SERVICE, PROCEEDINGS, 2004, : 441 - 447
[6] Efficient Decision Tree Construction For Classifying Numerical Data
Nandgaonkar, Sushma
Attar, Vahida Z.
Sinha, Pradip K.
2009 INTERNATIONAL CONFERENCE ON ADVANCES IN RECENT TECHNOLOGIES IN COMMUNICATION AND COMPUTING (ARTCOM 2009), 2009, : 761 - +
[7] MULTIDIMENSIONAL TREE-STRUCTURED FILE SPACES
KIMELMAN, DN
LECTURE NOTES IN COMPUTER SCIENCE, 1985, 186 : 194 - 213
[8] Constructing a decision tree for graph-structured data and its applications
Geamsakul, W
Yoshida, T
Ohara, K
Motoda, H
Yokoi, H
Takabayashi, K
FUNDAMENTA INFORMATICAE, 2005, 66 (1-2) : 131 - 160
[9] Application of decision tree technique to analyze construction project data
Desai V.S.
Joshi S.
Communications in Computer and Information Science, 2010, 54 : 304 - 313
[10] Greedy algorithm of decision tree construction for real data tables
Moshkov, MJ
TRANSACTIONS ON ROUGH SETS I, 2004, 3100 : 161 - 168

← 1 2 3 4 5 →