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Dan A. Simovici
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دانلود کتاب Clustering: Theoretical and Practical Aspects
by Dan A. Simovici|
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عنوان فارسی: خوشه بندی: جنبه های نظری و عملی |
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جزییات کتاب
This unique compendium gives an updated presentation of clustering, one of the most challenging tasks in machine learning. The book provides a unitary presentation of classical and contemporary algorithms ranging from partitional and hierarchical clustering up to density-based clustering, clustering of categorical data, and spectral clustering.Most of the mathematical background is provided in appendices, highlighting algebraic and complexity theory, in order to make this volume as self-contained as possible. A substantial number of exercises and supplements makes this a useful reference textbook for researchers and students.
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