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Pattern Recognition, 4th Edition
book

Pattern Recognition, 4th Edition

by Sergios Theodoridis, Konstantinos Koutroumbas
October 2008
Intermediate to advanced
984 pages
30h 43m
English
Academic Press
Content preview from Pattern Recognition, 4th Edition

Chapter 13. Clustering Algorithms II: Hierarchical Algorithms

13.1. Introduction

Hierarchical clustering algorithms are of different philosophy from the algorithms described in the previous chapter. Specifically, instead of producing a single clustering, they produce a hierarchy of clusterings. This kind of algorithm is usually found in the social sciences and biological taxonomy (e.g., [El-G 68, Prit 71, Shea 65, McQu 62]). In addition, they have been used in many other fields, including modern biology, medicine, and archaeology (e.g., [Stri 67, Bobe 93, Solo 71, Hods 71]). Applications of the hierarchical algorithms may also be found in computer science and engineering (e.g., [Murt 95, Kank 96]).

Before we describe their basic idea, let us ...

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Publisher Resources

ISBN: 9781597492720