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With the development of Big Data platforms for managing massive
amount of data and wide availability of tools for processing these
data, the biggest limitation is the lack of trained experts who are
qualified to process and interpret the results. This textbook is
intended for graduate students and experts using methods of cluster
analysis and applications in various fields. Suitable for an
introductory course on cluster analysis or data mining, with an
in-depth mathematical treatment that includes discussions on
different measures, primitives (points, lines, etc.) and
optimization-based clustering methods, Cluster Analysis and
Applications also includes coverage of deep learning based
clustering methods. With clear explanations of ideas and precise
definitions of concepts, accompanied by numerous examples and
exercises together with Mathematica programs and modules, Cluster
Analysis and Applications may be used by students and researchers
in various disciplines, working in data analysis or data science.
With the development of Big Data platforms for managing massive
amount of data and wide availability of tools for processing these
data, the biggest limitation is the lack of trained experts who are
qualified to process and interpret the results. This textbook is
intended for graduate students and experts using methods of cluster
analysis and applications in various fields. Suitable for an
introductory course on cluster analysis or data mining, with an
in-depth mathematical treatment that includes discussions on
different measures, primitives (points, lines, etc.) and
optimization-based clustering methods, Cluster Analysis and
Applications also includes coverage of deep learning based
clustering methods. With clear explanations of ideas and precise
definitions of concepts, accompanied by numerous examples and
exercises together with Mathematica programs and modules, Cluster
Analysis and Applications may be used by students and researchers
in various disciplines, working in data analysis or data science.
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