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Similarity-Based Pattern Analysis and Recognition

Similarity-Based Pattern Analysis and Recognition

by Marcello Pelillo
Hardback
Publication Date: 26/11/2013
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This accessible text/reference presents a coherent overview of the emerging field of non-Euclidean similarity learning. The book presents a broad range of perspectives on similarity-based pattern analysis and recognition methods, from purely theoretical challenges to practical, real-world applications. The coverage includes both supervised and unsupervised learning paradigms, as well as generative and discriminative models. Topics and features: explores the origination and causes of non-Euclidean (dis)similarity measures, and how they influence the performance of traditional classification algorithms; reviews similarity measures for non-vectorial data, considering both a "kernel tailoring" approach and a strategy for learning similarities directly from training data; describes various methods for "structure-preserving" embeddings of structured data; formulates classical pattern recognition problems from a purely game-theoretic perspective; examines two large-scale biomedical imaging applications.
ISBN:
9781447156277
9781447156277
Category:
Pattern recognition
Format:
Hardback
Publication Date:
26-11-2013
Language:
English
Publisher:
Springer London Ltd
Country of origin:
United Kingdom
Pages:
291
Dimensions (mm):
235x155x19mm
Weight:
6.41kg

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