Granular-Relational Data Mining : How to Mine Relational Data in the Paradigm of Granular Computing?
Softcover reprint of the original 1st ed. 2017
by
Piotr Hońko
Book Details
Format
Paperback / Softback
Book Series
Studies in Computational Intelligence
ISBN-10
3319849778
ISBN-13
9783319849775
Edition
Softcover reprint of the original 1st ed. 2017
Publisher
Springer International Publishing AG
Imprint
Springer International Publishing AG
Country of Manufacture
GB
Country of Publication
GB
Publication Date
May 4th, 2018
Print length
123 Pages
Product Classification:
Artificial intelligenceArtificial intelligence (AI)
Ksh 16,200.00
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This book provides two general granular computing approaches to mining relational data, the first of which uses abstract descriptions of relational objects to build their granular representation, while the second extends existing granular data mining solutions to a relational case.
Both approaches make it possible to perform and improve popular data mining tasks such as classification, clustering, and association discovery. How can different relational data mining tasks best be unified? How can the construction process of relational patterns be simplified? How can richer knowledge from relational data be discovered? All these questions can be answered in the same way: by mining relational data in the paradigm of granular computing!
This book will allow readers with previous experience in the field of relational data mining to discover the many benefits of its granular perspective. In turn, those readers familiar with the paradigm of granular computing will find valuable insights on its application to mining relational data. Lastly, the book offers all readers interested in computational intelligence in the broader sense the opportunity to deepen their understanding of the newly emerging field granular-relational data mining.
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