Similarity-Based Pattern Analysis and Recognition

Name: Similarity-Based Pattern Analysis and Recognition
Brand: Springer London Ltd
SKU: 9781447156277
Price: 100.0 EUR
Availability: InStock

Autor: Marcello Pelillo

Jazyk:

Väzba: Pevná

Vydavateľ: Springer London Ltd

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This accessible text/reference presents a coherent overview of the emerging field of non-Euclidean s...

Informácie o knihe

Autor

Marcello Pelillo

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2013

Stránok

291

EAN

9781447156277

ISBN

1447156277

Enbook ID

02179455

Vydavateľ

Springer London Ltd

Hmotnosť

574

Rozmery

164 x 241 x 17

Kompletný popis

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.§

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Similarity-Based Pattern Analysis and Recognition

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