{"product_id":"markov-models-for-pattern-recognition-from-theory-to-applications-von-gernot-a-fink","title":"Markov Models for Pattern Recognition","description":"\n                                This thoroughly revised and expanded new edition now includes a more detailed treatment of the EM algorithm, a description of an efficient approximate Viterbi-training procedure, a theoretical derivation of the perplexity measure and coverage of multi-pass decoding based on \n                \n                \u003ci\u003en\u003c\/i\u003e\n                                -best search. Supporting the discussion of the theoretical foundations of Markov modeling, special emphasis is also placed on practical algorithmic solutions. Features: introduces the formal framework for Markov models; covers the robust handling of probability quantities; presents methods for the configuration of hidden Markov models for specific application areas; describes important methods for efficient processing of Markov models, and the adaptation of the models to different tasks; examines algorithms for searching within the complex solution spaces that result from the joint application of Markov chain and hidden Markov models; reviews key applications of Markov models.\n            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781447171331\"\u003e\u003ch3\u003eFrom Theory to Applications\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781447163077\"\u003e\u003ch3\u003eFrom Theory to Applications\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9781447171331","offer_id":39417016320093,"sku":"9781447171331","price":60.98,"currency_code":"EUR","in_stock":true},{"title":"Hardcover - 9781447163077","offer_id":50623633222,"sku":"9781447163077","price":85.59,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/84db7362-1878-47fd-9055-00d2f8a192ac.jpg?v=1775621050","url":"https:\/\/shop.autorenwelt.de\/en\/products\/markov-models-for-pattern-recognition-from-theory-to-applications-von-gernot-a-fink","provider":"Autorenwelt Shop","version":"1.0","type":"link"}