On algebraic and topological properties of Neighbourhood Based Multigranular Rough Sets

B. Tripathy, A. Mitra
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引用次数: 2

Abstract

Most of the researches in feature selection deal with homogeneous features that are with either numerical or categorical features. As discussed in [2] neighbourhood rough set model is one approach which deals with heterogeneous feature selection. The neighbourhood model is used to reduce numerical and categorical features by assigning different thresholds for different kinds of attributes. Recently Neighbourhood Based Multigranular Rough sets (NMGRS) was introduced and their properties were studied. We shall provide some critical appreciations of the results of this paper. One of the two characteristics used in real life applications of rough sets is their topological characterisations. In this article we study topological characteristics NMGRS. Some interesting algebraic properties of MGRSs were studied recently in [3]. We extend these studies to the NMGRS context. We shall also be illustrating the concepts a real life example.
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基于邻域的多颗粒粗糙集的代数和拓扑性质
大多数特征选择研究都是针对具有数值特征或分类特征的同质特征。如[2]所述,邻域粗糙集模型是一种处理异构特征选择的方法。邻域模型通过对不同类型的属性分配不同的阈值来减少数值特征和分类特征。近年来,引入了基于邻域的多颗粒粗糙集(NMGRS),并对其性质进行了研究。我们将对本文的结果提供一些批判性的评价。在实际应用中使用的两个特征之一是粗糙集的拓扑特征。本文研究了NMGRS的拓扑特征。最近文献[3]研究了mgrs的一些有趣的代数性质。我们将这些研究扩展到NMGRS背景下。我们还将以现实生活为例说明这些概念。
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