Examining granular computing from a modeling perspective

Ying Xie, J. Katukuri, V. Raghavan, T. Johnsten
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引用次数: 1

Abstract

In this paper, we use a set of unified components to conduct granular modeling for problem solving paradigms in several fields of computing. Each identified component may represent a potential research direction in the field of granular computing. A granular computing model for information analysis is proposed. The model may suggest that granular computing is an instrument for implementing perception based computing based on numeric computing. In addition, a novel granular language modeling technique is proposed for information extraction from web pages. This paper also suggests that the study of data mining in the framework of granular computing may address the issues of interpretability and usage of discovered patterns.
从建模的角度研究颗粒计算
在本文中,我们使用一组统一的组件对多个计算领域的问题解决范例进行颗粒化建模。每一个被识别的成分都可能代表一个潜在的研究方向。提出了一种用于信息分析的颗粒计算模型。该模型表明,颗粒计算是在数值计算的基础上实现基于感知的计算的工具。此外,本文还提出了一种用于网页信息提取的颗粒语言建模技术。本文还提出,在颗粒计算框架下研究数据挖掘可以解决发现模式的可解释性和使用问题。
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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