Efficient Rough Set Theory Merging

Adam Grabowski
{"title":"Efficient Rough Set Theory Merging","authors":"Adam Grabowski","doi":"10.3233/FI-2014-1129","DOIUrl":null,"url":null,"abstract":"Theory exploration is a term describing the development of a formal approach to selected topic, usually within mathematics or computer science, with the help of an automated proof-assistant. This activity however usually doesn't reflect the view of science considered as a whole, not as separated islands of knowledge. Merging theories essentially has its primary aim of bridging these gaps between specific disciplines. As we provided formal apparatus for basic notions within rough set theory (as e.g. approximation operators and membership functions), we try to reuse the knowledge which is already contained in available repositories of computer-checked mathematical knowledge, or which can be obtained in a relatively easy way. We can point out at least three topics here: topological aspects of rough sets – as approximation operators have properties of the topological interior and closure; possible connections with formal concept analysis; lattice-theoretic approach giving the algebraic viewpoint (e.g. Stone algebras). In the first case, we discovered semiautomatically some connections with Isomichi's classification of subsets of a topological space and with the problem of fourteen Kuratowski sets. This paper is also a brief description of the computer source code which is a feasible illustration of our approach – nearly two thousand lines containing all the formal proofs (essentially we omit them in the paper). In such a way we can give the formal characterization of rough sets in terms of topologies or orders. Although fully formal, still the approach can be revised to keep the uniformity all the time.","PeriodicalId":286395,"journal":{"name":"International Workshop on Concurrency, Specification and Programming","volume":"33 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"28","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Workshop on Concurrency, Specification and Programming","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3233/FI-2014-1129","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 28

Abstract

Theory exploration is a term describing the development of a formal approach to selected topic, usually within mathematics or computer science, with the help of an automated proof-assistant. This activity however usually doesn't reflect the view of science considered as a whole, not as separated islands of knowledge. Merging theories essentially has its primary aim of bridging these gaps between specific disciplines. As we provided formal apparatus for basic notions within rough set theory (as e.g. approximation operators and membership functions), we try to reuse the knowledge which is already contained in available repositories of computer-checked mathematical knowledge, or which can be obtained in a relatively easy way. We can point out at least three topics here: topological aspects of rough sets – as approximation operators have properties of the topological interior and closure; possible connections with formal concept analysis; lattice-theoretic approach giving the algebraic viewpoint (e.g. Stone algebras). In the first case, we discovered semiautomatically some connections with Isomichi's classification of subsets of a topological space and with the problem of fourteen Kuratowski sets. This paper is also a brief description of the computer source code which is a feasible illustration of our approach – nearly two thousand lines containing all the formal proofs (essentially we omit them in the paper). In such a way we can give the formal characterization of rough sets in terms of topologies or orders. Although fully formal, still the approach can be revised to keep the uniformity all the time.
高效粗糙集理论归并
理论探索是一个术语,描述了在自动证明助手的帮助下,对选定主题的正式方法的发展,通常在数学或计算机科学中。然而,这种活动通常不能反映科学作为一个整体的观点,而不是作为独立的知识孤岛。从本质上讲,合并理论的主要目的是弥合特定学科之间的差距。由于我们为粗糙集理论中的基本概念(例如近似算子和隶属函数)提供了正式的工具,我们试图重用已经包含在计算机检查的可用数学知识库中的知识,或者可以以相对容易的方式获得的知识。我们可以在这里指出至少三个主题:粗糙集的拓扑方面——作为近似算子具有拓扑内闭的性质;与形式概念分析的可能联系;给出代数观点的格理论方法(如斯通代数)。在第一种情况下,我们半自动地发现了拓扑空间子集的Isomichi分类和14个Kuratowski集问题之间的一些联系。本文还简要描述了计算机源代码,这是我们的方法的一个可行的说明-近两千行包含所有正式证明(基本上我们在论文中省略了它们)。通过这种方式,我们可以给出粗糙集的拓扑或阶的形式化表征。尽管该方法是完全正式的,但仍然可以对其进行修改,以始终保持一致性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信