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Case Studies in Applied Bayesian Data Science - CIRM Jean-Morlet Chair, Fall 2018 (Paperback, 1st ed. 2020)
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Case Studies in Applied Bayesian Data Science - CIRM Jean-Morlet Chair, Fall 2018 (Paperback, 1st ed. 2020)
Series: Lecture Notes in Mathematics, 2259
Expected to ship within 10 - 15 working days
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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 of the problems, in order to draw further
understanding, awareness and inspiration.
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