Multiview intelligent data analysis based on granular computing

Yaohua Chen, Yiyu Yao
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引用次数: 53

Abstract

Multiview intelligent data analysis explores data from different perspectives to reveal various types of structures and knowledge embedded in the data. Granular computing provides a general methodology for problem solving and information processing. Its application to data analysis results in hierarchical knowledge structures. In this paper, the funda- mental issues of granulations and granular structures for data analysis are discussed based on modal-style data operators. The results provide a basis for establishing a framework of multiview intelligent data analysis.
基于颗粒计算的多视图智能数据分析
多视图智能数据分析从不同的角度探索数据,揭示数据中嵌入的各种类型的结构和知识。颗粒计算为问题解决和信息处理提供了一种通用的方法。它在数据分析中的应用产生了层次知识结构。本文讨论了基于模态式数据算子的颗粒和颗粒结构数据分析的基本问题。研究结果为建立多视图智能数据分析框架提供了基础。
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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