A Multi-Agent Architecture for Data Analysis

被引:9
|
作者
Lombardo, Gianfranco [1 ]
Fornacciari, Paolo [1 ]
Mordonini, Monica [1 ]
Tomaiuolo, Michele [1 ]
Poggi, Agostino [1 ]
机构
[1] Univ Parma, Dept Engn & Architecture, I-43124 Parma, Italy
来源
FUTURE INTERNET | 2019年 / 11卷 / 02期
关键词
social media analysis; data mining; multi-agent architecture; actor model; !text type='Java']Java[!/text;
D O I
10.3390/fi11020049
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
ActoDatA (Actor Data Analysis) is an actor-based software library for the development of distributed data mining applications. It provides a multi-agent architecture with a set of predefined and configurable agents performing the typical tasks of data mining applications. In particular, its architecture can manage different users' applications; it maintains a high level of execution quality by distributing the agents of the applications on a dynamic set of computational nodes. Moreover, it provides reports about the analysis results and the collected data, which can be accessed through either a web browser or a dedicated mobile APP. After an introduction about the actor model and the software framework used for implementing the software library, this article underlines the main features of ActoDatA and presents its experimentation in some well-known data analysis domains.
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页数:12
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