Similarity-Based Pattern Analysis and Recognition

Name: Similarity-Based Pattern Analysis and Recognition
Brand: Springer London Ltd
SKU: 9781447156277
Price: 105.43 EUR
Availability: InStock

Автор: Marcello Pelillo

Език:

Корици: С твърди корици

Издател: Springer London Ltd

Наличност: Външен склад

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105.43 € 206.21 лв

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

Информация за книгата

Автор

Marcello Pelillo

Език

Английски език

Корици

Книга - С твърди корици

Издадена

2013

страници

291

EAN

9781447156277

ISBN

1447156277

Enbook ID

02179455

Издател

Springer London Ltd

Теглоt

574

Размери

164 x 241 x 17

Пълно описание

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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