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Introduction to special issues on data mining and granular computing

机译:数据挖掘和粒度计算特殊问题简介

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摘要

Though the term granular computing has emerged relatively recent, its basic notions and principles have in fact been appeared, though under different names, in many related fields, such as programming, artificial intelligence, divide and conquer, interval computing, quantization, data compression, chunking, cluster analysis, fuzzy and rough set theories, quotient space theory, belief functions, machine learning, databases, and many others. In the past few years, we have witnessed a renewed and fast growing interest on systematic development of Granular Computing (GrC). Many applications of granular computing, including rough set theory, have appeared in fields, such as data mining, data security, medicine, economics, finance, business, environment, electrical and computer engineering, a number of sciences, software engineering, and information science.
机译:尽管“粒度计算”一词是相对较新出现的,但实际上它的基本概念和原理已经出现,尽管名称不同,但在许多相关领域(例如编程,人工智能,分治制,区间计算,量化,数据压缩,分块,聚类分析,模糊和粗糙集理论,商空间理论,置信函数,机器学习,数据库等。在过去的几年中,我们目睹了对粒度计算(GrC)的系统开发的快速增长的兴趣。粒度计算的许多应用(包括粗糙集理论)已出现在以下领域,例如数据挖掘,数据安全,医学,经济学,金融,商业,环境,电气和计算机工程,许多科学,软件工程和信息科学。

著录项

  • 来源
  • 作者

    T.Y. Lin;

  • 作者单位

    Department of Computer Science San Jose State University One Washington Square, San Jose, CA 95192-0249 United States;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 高等数学;
  • 关键词

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