书目名称 | Case Studies in Applied Bayesian Data Science | 副标题 | CIRM Jean-Morlet Cha | 编辑 | Kerrie L. Mengersen,Pierre Pudlo,Christian P. Robe | 视频video | | 概述 | Presents a survey of state of the art aspects of applied Bayesian data science.Presents real-world case studies in applied Bayesian data science in the fields of health and ecology.Introduces new meth | 丛书名称 | Lecture Notes in Mathematics | 图书封面 |  | 描述 | .Presenting a range of substantive applied problems within Bayesian Statistics along with their Bayesian solutions, this book arises from a research program at CIRM in France in the second semester of 2018, which supported Kerrie Mengersen as a visiting Jean-Morlet Chair and Pierre Pudlo as the local Research Professor. ..The field of Bayesian statistics has exploded over the past thirty years and is now an established field of research in mathematical statistics and computer science, a key component of data science, and an underpinning methodology in many domains of science, business and social science. Moreover, while remaining naturally entwined, the three arms of Bayesian statistics, namely modelling, computation and inference, have grown into independent research fields. While the research arms of Bayesian statistics continue to grow in many directions, they are harnessed when attention turns to solving substantive applied problems. Each such problem set has its own challenges and hence draws from the suite of research a bespoke solution...The book will be useful for both theoretical and applied statisticians, as well as practitioners, to inspect these solutions in the context | 出版日期 | Book 2020 | 关键词 | Applied Data Science; Applied Statistics; Bayesian Statistics; Case Studies in Data Science; Bayesian ne | 版次 | 1 | doi | https://doi.org/10.1007/978-3-030-42553-1 | isbn_softcover | 978-3-030-42552-4 | isbn_ebook | 978-3-030-42553-1Series ISSN 0075-8434 Series E-ISSN 1617-9692 | issn_series | 0075-8434 | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |
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