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Partitional Clustering Algorithms by M. Emre Celebi

Partitional Clustering Algorithms

by M. Emre Celebi
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Book cover type: Hardcover
  • ISBN13: 9783319092584
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 415
  • Original Price: EUR 99.99
  • Language: English
  • Edition: 2015
  • Item Weight: 772 grams
  • BISAC Subject(s): Telecommunications, Internet / General, and Electronics / General

From the Back Cover

This book summarizes the state-of-the-art in partitional clustering. Clustering, the unsupervised classification of patterns into groups, is one of the most important tasks in exploratory data analysis. Primary goals of clustering include gaining insight into, classifying, and compressing data. Clustering has a long and rich history that spans a variety of scientific disciplines including anthropology, biology, medicine, psychology, statistics, mathematics, engineering, and computer science. As a result, numerous clustering algorithms have been proposed since the early 1950s. Among these algorithms, partitional (nonhierarchical) ones have found many applications, especially in engineering and computer science. This book provides coverage of consensus clustering, constrained clustering, large scale and/or high dimensional clustering, cluster validity, cluster visualization, and applications of clustering.

  • Examines clustering as it applies to large and/or high-dimensional data sets commonly encountered in realistic applications;
  • Discusses algorithms specifically designed for partitional clustering;
  • Covers center-based, competitive learning, density-based, fuzzy, graph-based, grid-based, metaheuristic, and model-based approaches.

Dr. Emre Celebi is an Associate Professor with the Department of Computer Science, at Louisiana State University in Shreveport.

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