The SEWASIE MAS for semantic search

D. Beneventano, S. Bergamaschi, F. Guerra, M. Vincini
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引用次数: 1

Abstract

The capillary diffusion of the Internet has made available access to an overwhelming amount of data, allowing users having benefit of vast information. However, information is not really directly available: internet data are heterogeneous and spread over different places, with several duplications, and inconsistencies. The integration of such heterogeneous inconsistent data, with data reconciliation and data fusion techniques, may therefore represent a key activity enabling a more organized and semantically meaningful access to data sources. Some issues are to be solved concerning in particular the discovery and the explicit specification of the relationships between abstract data concepts and the need for data reliability in dynamic, constantly changing network. Ontologies provide a key mechanism for solving these challenges, but the web’s dynamic nature leaves open the question of how to manage them. Many solutions based on ontology creation by a mediator system have been proposed: a unified virtual view (the ontology) of the underlying data sources is obtained giving to the users a transparent access to the integrated data sources [1, 2, 3]. The centralized architecture of a mediator system presents several limitations, emphasized in the hidden web [4]: firstly, web data sources hold information according to their particular view of the matter, i.e. each of them uses a specific ontology to represent its data. Also, data sources are usually isolated, i.e. they do not share any topological information concerning the content or structure of other sources. Our proposal is to develop a network of ontology-based mediator systems, where mediators are not isolated from each other and include tools for sharing and mapping their ontologies. In this paper, we describe the use of a multi-agent architecture to achieve and manage the mediators network. The functional architecture is composed of single peers (implemented as
语义搜索的SEWASIE MAS
互联网的毛细管扩散使人们可以访问大量的数据,使用户可以从大量的信息中获益。然而,信息并不是真正直接可用的:互联网数据是异构的,分布在不同的地方,有一些重复和不一致。因此,将这种异构的不一致数据与数据协调和数据融合技术集成在一起,可能是实现对数据源进行更有组织、语义更有意义访问的关键活动。在动态、不断变化的网络中,抽象数据概念之间的关系的发现和明确的规范以及对数据可靠性的需求是需要解决的一些问题。本体提供了解决这些挑战的关键机制,但是网络的动态特性给如何管理它们留下了开放性的问题。已经提出了许多基于中介系统创建本体的解决方案:获得底层数据源的统一虚拟视图(本体),使用户能够透明地访问集成数据源[1,2,3]。中介系统的集中式架构存在一些局限性,这在隐藏web中得到了强调[4]:首先,web数据源根据其对事物的特定视图保存信息,即每个数据源都使用特定的本体来表示其数据。此外,数据源通常是隔离的,即它们不共享有关其他源的内容或结构的任何拓扑信息。我们的建议是开发一个基于本体的中介系统网络,其中中介不是彼此隔离的,并且包含用于共享和映射其本体的工具。在本文中,我们描述了使用多代理体系结构来实现和管理中介网络。功能体系结构由单个对等体组成(实现为
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