A Customizable Multi-Agent System for Distributed Data Mining

被引:0
|
作者
Di Fatta, Giuseppe [1 ]
Fortino, Giancarlo [2 ]
机构
[1] Univ Reading, Sch Syst Engn, Reading RG6 6AY, Berks, England
[2] Univ Calabria, DEIS, I-87036 Arcavacata Di Rende, CS, Italy
关键词
Multi-Agent Systems; Distributed Data Mining; Agent Oriented Software Engineering; Dynamic Load Balancing; Peer-To-Peer Computing;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We present a general Multi-Agent System framework for distributed data mining based on a Peer-to-Peer model. Agent protocols are implemented through message-based asynchronous communication. The framework adopts a dynamic load balancing policy that is particularly suitable for irregular search algorithms. A modular design allows a separation of the general-purpose system protocols and software components from the specific data mining algorithm. The experimental evaluation has been carried out on a parallel frequent subgraph mining algorithm, which has shown good scalability performances.
引用
收藏
页码:42 / +
页数:2
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