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in order to extract knowledge from such a data. Classification Methodology for Symbolic Data: * Provides new classification methodologies for;
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Research on the problem of clustering tends to be fragmented across the pattern recognition, database, data mining, and machine learning;
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data clustering; large-scale data clustering; data visualization and high-dimensional data clustering; and cluster validation. The authors;
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Data clustering is the process of automatically grouping data objects into different groups (clusters). The contribution of this book;
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clustering applications. It provides a unified mathematical framework for fuzzy classification and clustering, a methodology for developing training;
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algorithms. This book was written for anyone who wants to implement or improve their data clustering algorithms. Using object-oriented design;
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algorithms. This book was written for anyone who wants to implement or improve their data clustering algorithms. Using object-oriented design;
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produced today, and to improve prediction. Special kinds of data (symbolic, network, complex, compositional) are increasingly frequent in data;
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In the age of data-driven problem-solving, applying sophisticated computational tools for explaining substantive phenomena is a valuable;
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for data clustering. The book provides literature reviews about single objective and multi-objective evolutionary clustering algorithms;
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real world data sets Who This Book Is For This book is for developers who want to try out clustering on large datasets using Mahout. It;
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for cluster analysis, to extend the definition of object dissimilarity for the case of fuzzy objects; to realize clustering of fuzzy data, to;
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Data Mining is a tool that extracts useful and novel patterns from great amounts of data. It usually involves 4 tasks: Classification;
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intelligence techniques Recent Advances in Hybrid Metaheuristics for Data Clustering offers a guide to the fundamentals of various metaheuristics;
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in Algorithms, Theory, and Applications presents an extensive collection of the latest innovations in clustering data analysis methods that use;
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for generating gene expression data. Background knowledge on statistical modeling and machine learning techniques. Detailed methodology;
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two above mentioned methods. Clustering: A Data Recovery Approach, Second Edition presents a unified modeling approach for the most;
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two above mentioned methods. Clustering: A Data Recovery Approach, Second Edition presents a unified modeling approach for the most;
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criteria for decision trees and data standardization, similarity and consensus clustering, modularity clustering and uniform partitioning. New;
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challenges arising from big data. The book is ideal for anyone teaching or learning clustering algorithms. It provides an accessible introduction to;
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challenges arising from big data. The book is ideal for anyone teaching or learning clustering algorithms. It provides an accessible introduction to;
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There is a growing need for a more automated system of partitioning data sets into groups, or clusters. For example, digital libraries and;
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Computational Learning Approaches to Data Analytics in Biomedical Applications provides a unified framework for biomedical data analysis;
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of statistical techniques for classifying multivariate data into groups or clusters based on their similar features. Clustering is nowadays widely used;
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, and SME modeling; and Part 3 presents symbolic data analysis, time series and multiple choice models, modeling in demography, and data mining.;
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spatial data clustering, besides work on forecasting technique and seed selection for C-means and k-means clustering algorithms. Similarly;
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information from pharmaceutical and biomedical data. It offers a concise overview of common and recent clustering methods used in bioinformatics and;
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