This book provides the reader with a basic understanding of the formal concepts of the cluster, clustering, partition, cluster analysis etc. The book explains feature-based, graph-based and spectral clustering methods and discusses their formal similarities and differences. Understanding the related formal concepts is particularly vital in the epoch of Big Data; due to the volume and characteristics of the data, it is no longer feasible to predominantly rely on merely viewing the data when facing a clustering problem. ...
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This book provides the reader with a basic understanding of the formal concepts of the cluster, clustering, partition, cluster analysis etc. The book explains feature-based, graph-based and spectral clustering methods and discusses their formal similarities and differences. Understanding the related formal concepts is particularly vital in the epoch of Big Data; due to the volume and characteristics of the data, it is no longer feasible to predominantly rely on merely viewing the data when facing a clustering problem. Usually clustering involves choosing similar objects and grouping them together. To facilitate the choice of similarity measures for complex and big data, various measures of object similarity, based on quantitative (like numerical measurement results) and qualitative features (like text), as well as combinations of the two, are described, as well as graph-based similarity measures for (hyper) linked objects and measures for multilayered graphs. Numerous variants demonstrating how such similarity measures can be exploited when defining clustering cost functions are also presented. In addition, the book provides an overview of approaches to handling large collections of objects in a reasonable time. In particular, it addresses grid-based methods, sampling methods, parallelization via Map-Reduce, usage of tree-structures, random projections and various heuristic approaches, especially those used for community detection.
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Add this copy of Engineering Materials Technology: Structures, to cart. $4.68, fair condition, Sold by EB-Books LLC rated 2.0 out of 5 stars, ships from Rockford, IL, UNITED STATES, published 2001 by Prentice Hall.
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Good. Ships from UK in 48 hours or less (usually same day). Your purchase helps support Sri Lankan Children's Charity 'The Rainbow Centre'. Ex-library, so some stamps and wear, but in good overall condition. 100% money back guarantee. We are a world class secondhand bookstore based in Hertfordshire, United Kingdom and specialize in high quality textbooks across an enormous variety of subjects. We aim to provide a vast range of textbooks, rare and collectible books at a great price. Our donations to The Rainbow Centre have helped provide an education and a safe haven to hundreds of children who live in appalling conditions. We provide a 100% money back guarantee and are dedicated to providing our customers with the highest standards of service in the bookselling industry.
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Add this copy of Engineering Materials Technology: Structures, to cart. $39.95, very good condition, Sold by A2ZBooks rated 4.0 out of 5 stars, ships from Burgin, KY, UNITED STATES, published 1996 by Prentice Hall.
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Very Good Condition. Very light shelf wear. Some minor marking. Binding is very good. Multiple copies available this title. Quantity Available: 2. ISBN: 0133987930. ISBN/EAN: 9780133987935. Pictures of this item not already displayed here available upon request. Inventory No: ABE287939404.
Add this copy of Engineering Materials Technology: Structures, to cart. $44.50, very good condition, Sold by A2ZBooks rated 4.0 out of 5 stars, ships from Burgin, KY, UNITED STATES, published 1996 by Prentice Hall.
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Very Good Condition. Some shelf and corner wear. text appears clean. binding is very good. Nice looking Used book. Quantity Available: 1. ISBN: 0133987930. ISBN/EAN: 9780133987935. Pictures of this item not already displayed here available upon request. Inventory No: 1560776941.
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