{"product_id":"hidden-markov-models-with-applications-in-computational-biology-model-extensions-and-advanced-analysis-of-dna-microarray-data-von-michael-seifert","title":"Hidden Markov Models with Applications in Computational Biology","description":"\u003cp\u003eStandard first-order Hidden Markov Models (HMMs) are very popular tools for the analysis of sequential data in applied sciences. HMMs are versatile and structurally simple models enabling probabilistic modeling based on a sound theoretical grounding. In contrast to the broad usage of first-order HMMs, applications of higher-order HMMs are very rare, but they have been proven to be powerful extensions of first-order HMMs including applications in speech recognition, image segmentation or computational biology. This book provides the first easily accessible and comprehensive extension of the algorithmic basics of first-order HMMs to higher-order HMMs coupled with practical applications in computational biology. The book starts with a theoretical part developing the algorithmic basics of higher-order HMMs and two novel model extensions (i) parsimonious higher-order HMMs and (ii) HMMs with scaled transition matrices. The second part considers applications of these models to the analysis of different DNA microarray data sets followed by a detailed discussion. The book addresses readers having basic knowledge on first-order HMMs interested to gain more insights on higher-order HMMs.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838136042\"\u003e\u003ch3\u003eModel Extensions and Advanced Analysis of DNA Microarray Data\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783838136042","offer_id":39456644169821,"sku":"9783838136042","price":79.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/2161ce87-7dda-490b-a8ba-4f97f49a20b8.jpg?v=1777961364","url":"https:\/\/shop.autorenwelt.de\/en\/products\/hidden-markov-models-with-applications-in-computational-biology-model-extensions-and-advanced-analysis-of-dna-microarray-data-von-michael-seifert","provider":"Autorenwelt Shop","version":"1.0","type":"link"}