{"product_id":"similarity-based-pattern-analysis-and-recognition-book-marcello-pelillo-9781447156277","title":"Similarity-Based Pattern Analysis and Recognition","description":"\u003cp\u003eThis 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 imagingapplications.\u003c\/p\u003e","brand":"WoB","offers":[{"title":"GB \/ NEW \/ INGRAM","offer_id":52676935713041,"sku":"NLS9781447156277","price":212.29,"currency_code":"AUD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/9781447156277.jpg?v=1785950882","url":"https:\/\/www.worldofbooks.com\/en-au\/products\/similarity-based-pattern-analysis-and-recognition-book-marcello-pelillo-9781447156277","provider":"World of Books ","version":"1.0","type":"link"}