Similarity-Based Pattern Analysis and Recognition

Name: Similarity-Based Pattern Analysis and Recognition
Brand: Springer London Ltd
SKU: 9781447156277
Price: 551.23 RON
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Autor: Marcello Pelillo

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Editura: Springer London Ltd

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551.23 lei

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

Informații despre carte

Autor

Marcello Pelillo

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2013

Pagini

291

EAN

9781447156277

ISBN

1447156277

Enbook ID

02179455

Editura

Springer London Ltd

Greutate

574

Dimensiuni

164 x 241 x 17

Descriere completă

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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