Developing an open knowledge discovery support system for a network environment

C. Diamantini, D. Potena, M. Panti
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引用次数: 12

Abstract

Knowledge discovery in databases (KDD) is a highly complex process where a lot of data manipulation tools with different characteristics can, and in fact have to, be used together in an interactive and iterative fashion, to reach the goal of previously unknown, potentially useful information extraction. In this paper we analyze the major sources of complexity in the framework of network organizations, pointing out the necessity to give support to the user in many different ways and at very different levels of granularity, from the use of a single tool, to the management of whole, distributed, KDD projects. Unfortunately, currently available systems lack to support the users in at least some of these features. We then propose a solution based on the service oriented computing paradigm, arguing that the advantages of this paradigm, namely openness, modularity, reusability and transparency, as well as ubiquity, can help in the design of an effective support system for knowledge discovery in databases in network environments
开发面向网络环境的开放式知识发现支持系统
数据库中的知识发现(KDD)是一个高度复杂的过程,在这个过程中,许多具有不同特征的数据操作工具可以(而且实际上必须)以交互和迭代的方式一起使用,以达到提取以前未知的、可能有用的信息的目标。在本文中,我们分析了网络组织框架中复杂性的主要来源,指出从单一工具的使用到整体、分布式、KDD项目的管理,以许多不同的方式和非常不同的粒度级别为用户提供支持的必要性。不幸的是,目前可用的系统至少在这些特性中缺乏对用户的支持。然后,我们提出了一个基于面向服务的计算范式的解决方案,认为这种范式的优点,即开放性、模块化、可重用性和透明性,以及普遍性,可以帮助设计一个有效的支持系统,以支持网络环境下数据库中的知识发现
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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