Tag: Clustering

Clustering Challenges in Biological Networks


Free Download Clustering Challenges in Biological Networks by W Art Chaovalitwongse, Sergiy Butenko, Panos M Pardalos
English | 2009 | ISBN: 9812771654 | 334 Pages | PDF | 22.3 MB
This volume presents a collection of papers dealing with various aspects of clustering in biological networks and other related problems in computational biology.

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Feature and Dimensionality Reduction for Clustering with Deep Learning


Free Download Feature and Dimensionality Reduction for Clustering with Deep Learning
English | 2024 | ISBN: 3031487427 | 460 Pages | PDF EPUB (True) | 34 MB
This book presents an overview of recent methods of feature selection and dimensionality reduction that are based on Deep Neural Networks (DNNs) for a clustering perspective, with particular attention to the knowledge discovery question. The authors first present a synthesis of the major recent influencing techniques and "tricks" participating in recent advances in deep clustering, as well as a recall of the main deep learning architectures. Secondly, the book highlights the most popular works by "family" to provide a more suitable starting point from which to develop a full understanding of the domain. Overall, the book proposes a comprehensive up-to-date review of deep feature selection and deep clustering methods with particular attention to the knowledge discovery question and under a multi-criteria analysis. The book can be very helpful for young researchers, non-experts, and R&D AI engineers.

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Classification, Clustering, and Data Analysis Recent Advances and Applications


Free Download Classification, Clustering, and Data Analysis: Recent Advances and Applications by Krzysztof Jajuga, Andrzej SokoĊ‚owski, Hans-Hermann Bock
English | PDF (True) | 2002 | 468 Pages | ISBN : 354043691X | 42.5 MB
The present volume contains a selection of papers presented at the Eighth Conference of the International Federation of Classification Societies (IFCS) which was held in Cracow, Poland, July 16-19, 2002. All originally submitted papers were subject to a reviewing process by two independent referees, a procedure which resulted in the selection of the 53 articles presented in this volume. These articles relate to theoretical investigations as well as to practical applications and cover a wide range of topics in the broad domain of classifi cation, data analysis and related methods. If we try to classify the wealth of problems, methods and approaches into some representative (partially over lapping) groups, we find in particular the following areas: * Clustering * Cluster validation * Discrimination * Multivariate data analysis * Statistical methods * Symbolic data analysis * Consensus trees and phylogeny * Regression trees * Neural networks and genetic algorithms * Applications in economics, medicine, biology, and psychology. Given the international orientation of IFCS conferences and the leading role of IFCS in the scientific world of classification, clustering and data anal ysis, this volume collects a representative selection of current research and modern applications in this field and serves as an up-to-date information source for statisticians, data analysts, data mining specialists and computer scientists.

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MySQL Clustering


Free Download Harrison Fisk, "MySQL Clustering"
English | 2006 | pages: 217 | ISBN: 0672328550 | PDF | 1,3 mb
Clustering is the final component of MySQL that makes it truly enterprise-level and able to compete fully with proprietary databases such as Oracle and Microsoft SQL Server. The increased number of high-demand, high-productivity corporations and institutions choosing MySQL, including MIT, the Department of Homeland Security, NASA, and Nokia, to name a few, need the benefit of clustering databases for high performance and scalability.

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