MPSWS:语义web服务的多代理个性化

G. Shorbagy, M. Zaki, M. Maree, A. Rafea
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引用次数: 0

摘要

在网络上,找到适合用户需求的服务是必不可少的。本文介绍了一种基于多智能体的SWS系统——MPSWS。在MPSWS中,用户信息和SWS相互作用,以确定用户需求。它利用基于代理的系统在动态配置中支持用户和语义web服务之间的交互。本文主要完成了以下工作:1)提出了一种新的系统架构,实现了语义web服务的个性化;2)应用AQ机器学习算法从过去的事件中主动识别用户意图;3)提供一个基于bdi的问题解决器,利用用户的上下文来确定他的意图;4)为每个识别到的用户意图建立owl查询,由SWS matchmaker进行处理,识别出语义上能够匹配用户需求的owl服务。对MPSWS进行了实验测试,并对其在不同工况下的性能进行了评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MPSWS: a multi-agent personalisation of the semantic web services
On the web, finding a service which is suited to user requirements is essential. In this paper, a multi-agent personalisation of the SWS system, MPSWS, is introduced. In MPSWS, both user information and SWS are interacting to identify user needs. It exploits agent-based systems to support the interaction between users and semantic web services in dynamic configurations. The work achieves the following contributions: 1) proposing a novel system architecture that realises personalisation in the semantic web services; 2) applying an AQ machine learning algorithm to proactively identifying user intentions from past events; 3) providing a BDI-based problem solver that exploits the user's context to determine his intentions; 4) building up OWLS queries for each identified user intention, which are processed by SWS matchmaker, to identifying OWLS services that can semantically match user needs. MPSWS is experimentally tested and its performance at different operational conditions is evaluated.
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