{"product_id":"mixture-models","title":"Mixture Models","description":"\u003cp\u003eMixture models are a powerful tool for analyzing complex and heterogeneous datasets across many scientific fields, from finance to genomics. \u003cb\u003eMixture Models: Parametric, Semiparametric, and New Directions\u003c\/b\u003e provides an up-to-date introduction to these models, their recent developments, and their implementation using R. It fills a gap in the literature by covering not only the basics of finite mixture models, but also recent developments such as semiparametric extensions, robust modeling, label switching, and high-dimensional modeling.\u003c\/p\u003e\u003cp\u003e \u003cb\u003eFeatures\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eComprehensive overview of the methods and applications of mixture models\u003c\/li\u003e\n\u003cli\u003eKey topics include hypothesis testing, model selection, estimation methods, and Bayesian approaches\u003c\/li\u003e\n\u003cli\u003eRecent developments, such as semiparametric extensions, robust modeling, label switching, and high-dimensional modeling\u003c\/li\u003e\n\u003cli\u003eExamples and case studies from such fields as astronomy, biology, genomics, economics, finance, medicine, engineering, and sociology\u003c\/li\u003e\n\u003cli\u003eIntegrated R code for many of the models, with code and data available in the R Package MixSemiRob\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eMixture Models: Parametric, Semiparametric, and New Directions\u003c\/b\u003e is a valuable resource for researchers and postgraduate students from statistics, biostatistics, and other fields. It could be used as a textbook for a course on model-based clustering methods, and as a supplementary text for courses on data mining, semiparametric modeling, and high-dimensional data analysis.\u003c\/p\u003e","brand":"Taylor \u0026 Francis Ltd","offers":[{"title":"Default Title","offer_id":54232939954520,"sku":"9780367481827","price":117.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9780367481827_dbb4dcd7-d88c-4438-8dc4-fce005eec72e.jpg?v=1768029337","url":"https:\/\/agendabookshop.com\/products\/mixture-models","provider":"Agenda Bookshop","version":"1.0","type":"link"}