{"product_id":"handbook-of-mixed-membership-models-and-their-applications","title":"Handbook of Mixed Membership Models and Their Applications","description":"\u003cp\u003eIn response to scientific needs for more diverse and structured explanations of statistical data, researchers have discovered how to model individual data points as belonging to multiple groups. \u003cstrong\u003eHandbook of Mixed Membership Models and Their Applications \u003c\/strong\u003eshows you how to use these flexible modeling tools to uncover hidden patterns in modern high-dimensional multivariate data. It explores the use of the models in various application settings, including survey data, population genetics, text analysis, image processing and annotation, and molecular biology.\u003c\/p\u003e\u003cp\u003eThrough examples using real data sets, you’ll discover how to characterize complex multivariate data in:\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eStudies involving genetic databases\u003c\/li\u003e\n\u003cli\u003ePatterns in the progression of diseases and disabilities \u003c\/li\u003e\n\u003cli\u003eCombinations of topics covered by text documents\u003c\/li\u003e\n\u003cli\u003ePolitical ideology or electorate voting patterns\u003c\/li\u003e\n\u003cli\u003eHeterogeneous relationships in networks, and much more\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThe handbook spans more than 20 years of the editors’ and contributors’ statistical work in the field. Top researchers compare partial and mixed membership models, explain how to interpret mixed membership, delve into factor analysis, and describe nonparametric mixed membership models. They also present extensions of the mixed membership model for text analysis, sequence and rank data, and network data as well as semi-supervised mixed membership models.\u003c\/p\u003e","brand":"Taylor \u0026 Francis Inc","offers":[{"title":"Default Title","offer_id":55021868187992,"sku":"9781466504080","price":248.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9781466504080_e4ae7e0e-6bc4-4b53-839d-53d586f7723a.jpg?v=1777959945","url":"https:\/\/agendabookshop.com\/products\/handbook-of-mixed-membership-models-and-their-applications","provider":"Agenda Bookshop","version":"1.0","type":"link"}