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Titlebook: Mathematical Tools for Data Mining; Set Theory, Partial Dan A. Simovici,Chabane Djeraba Book 2014Latest edition Springer-Verlag London 201

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书目名称Mathematical Tools for Data Mining
副标题Set Theory, Partial
编辑Dan A. Simovici,Chabane Djeraba
视频video
概述Focuses on mathematical topics of immediate interest to data mining and machine learning.The mathematics is illustrated by significant applications ranging from association rules, clustering algorithm
丛书名称Advanced Information and Knowledge Processing
图书封面Titlebook: Mathematical Tools for Data Mining; Set Theory, Partial  Dan A. Simovici,Chabane Djeraba Book 2014Latest edition Springer-Verlag London 201
描述Data mining essentially relies on several mathematical disciplines, many of which are presented in this second edition of this book. Topics include partially ordered sets, combinatorics, general topology, metric spaces, linear spaces, graph theory. To motivate the reader a significant number of applications of these mathematical tools are included ranging from association rules, clustering algorithms, classification, data constraints, logical data analysis, etc. The book is intended as a reference for researchers and graduate students. The current edition is a significant expansion of the first edition. We strived to make the book self-contained and only a general knowledge of mathematics is required. More than 700 exercises are included and they form an integral part of the material. Many exercises are in reality supplemental material and their solutions are included.
出版日期Book 2014Latest edition
版次2
doihttps://doi.org/10.1007/978-1-4471-6407-4
isbn_softcover978-1-4471-7134-8
isbn_ebook978-1-4471-6407-4Series ISSN 1610-3947 Series E-ISSN 2197-8441
issn_series 1610-3947
copyrightSpringer-Verlag London 2014
The information of publication is updating

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Partially Ordered Sets,We introduce the notion of a partially ordered set (poset) we and define several types of special elements associated with partial orders.
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Topologies and Measures,Topology is an area of mathematics that investigates both the local and the global structure of space
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Linear Spaces,Linear spaces are among the most important and widely used mathematical structures. Linear spaces consist of elements called ..
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Metric Spaces Topologies and Measures,The study of topological properties of metric spaces allows us to present an introduction to the dimension theory of these spaces, a topic that is relevant for data mining due to its role in understanding the complexity of searching in data sets that have a natural metric structure.
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