QuantMiner: A Genetic Algorithm for Mining Quantitative Association Rules

被引：0

作者：

Salleb-Aouissi, Ansaf ^{[1
]}

Vrain, Christel ^{[2
]}

Nortet, Cyril ^{[2
]}

机构：

[1] Columbia Univ, CCLS, 475 Riverside Dr, New York, NY 10115 USA

[2] Univ Orleans, LIFO, F-45067 Orleans 02, France

来源：

20TH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE | 2007年

关键词：

Association rules; quantitative (numeric) attributes; unsupervised discretization; genetic algorithm;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we propose QUANTMINER, a mining quantitative association rules system. This system is based on a genetic algorithm that dynamically discovers "good" intervals in association rules by optimizing both the support and the confidence. The experiments on real and artificial databases have shown the usefulness of QUANTMINER as an interactive data mining tool.

引用

页码：1035 / 1040

页数：6

共 50 条

[31] Mining of Multi-level Association Rules Based on Genetic Algorithm
Jin Hanjun
Wu Tianzhen
Yan Jianlin
[J]. ADVANCES IN MANAGEMENT OF TECHNOLOGY, PT 2, 2008, : 738 - 741
[32] A Genetic Programming Free-Parameter Algorithm for Mining Association Rules
Maria Luna, Jose
Raul Romero, Jose
Romero, Cristobal
Ventura, Sebastian
[J]. 2012 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA), 2012, : 64 - 69
[33] Association Rules Mining of Novel Genetic Algorithm based on image databases
Gao, Li
Zheng, Shijue
Dai, Shangping
Gamage, Shanthi
[J]. IMECS 2007: INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2007, : 850 - +
[34] Genetic algorithm optimization of membership functions for mining fuzzy association rules
Wang, W
Bridges, SM
[J]. PROCEEDINGS OF THE FIFTH JOINT CONFERENCE ON INFORMATION SCIENCES, VOLS 1 AND 2, 2000, : 131 - 134
[35] On the complexity of mining quantitative association rules
Wijsen, J
Meersman, R
[J]. DATA MINING AND KNOWLEDGE DISCOVERY, 1998, 2 (03) : 263 - 281
[36] Parallel association rules incremental mining algorithm based on information entropy and genetic algorithm
Mao Y.
Deng Q.
Chen Z.
[J]. Tongxin Xuebao/Journal on Communications, 2021, 42 (05): : 122 - 136
[37] Quantitative and ordinal association rules mining (QAR mining)
Karel, Filip
[J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 2006, 4251 : 195 - 202
[38] A Recursive Algorithm for Mining Association Rules
Mokkadem A.
Pelletier M.
Raimbault L.
[J]. SN Computer Science, 3 (5)
[39] An improved algorithm for mining association rules
Zhang, X.
He, Y.
Wan, J.
Zhao, H.
[J]. Dongbei Daxue Xuebao/Journal of Northeastern University, 2001, 22 (04): : 401 - 404
[40] A fast algorithm for mining association rules
Liusheng Huang
Huaping Chen
Xun Wang
Guoliang Chen
[J]. Journal of Computer Science and Technology, 2000, 15 : 619 - 624

← 1 2 3 4 5 →