{"product_id":"information-theoretics-based-sequence-pattern-discriminant-algorithms-von-tomas-arredondo","title":"Information Theoretics Based Sequence Pattern Discriminant Algorithms","description":"\u003cp\u003eThis work refers to studies on information-theoretic (IT) aspects of data-sequence patterns and developing discriminant algorithms that enable distinguishing the features of underlying sequence patterns having characteristic, inherent stochastical attributes. Considered in this research are specific details on information-theoretics and entropy considerations vis-á-vis sequence patterns (having stochastical attributes) such as DNA sequences of molecular biology. Applying information-theoretic concepts (essentially in Shannon''s sense), the following distinct sets of metrics are developed and applied in the algorithms developed for data-sequence pattern-discrimination applications: (i) Divergence or cross-entropy algorithms of Kullback-Leibler type and of general Czizár class; (ii) statistical distance measures; (iii) ratio-metrics; (iv) Fisher type linear-discriminant measure; (v) complexity metric based on information redundancy; and a Fuzzy logic based measure. Relevant algorithms are used to test DNA sequences of human and some bacterial organisms.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838337104\"\u003e\u003ch3\u003eApplications in Bioinformatic Data Mining\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838337104","offer_id":39498932224093,"sku":"9783838337104","price":79.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/b492ef8d-8777-42aa-b566-280cb64b68cd.jpg?v=1757655888","url":"https:\/\/shop.autorenwelt.de\/products\/information-theoretics-based-sequence-pattern-discriminant-algorithms-von-tomas-arredondo","provider":"Autorenwelt Shop","version":"1.0","type":"link"}