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Building a Platform for Data-Driven Pandemic Prediction - From Data Modelling to Visualisation - The CovidLP Project (Paperback)
Loot Price: R1,755
Discovery Miles 17 550
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Building a Platform for Data-Driven Pandemic Prediction - From Data Modelling to Visualisation - The CovidLP Project (Paperback)
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This book is about building platforms for pandemic prediction. It
provides an overview of probabilistic prediction for pandemic
modeling based on a data-driven approach. It also provides guidance
on building platforms with currently available technology using
tools such as R, Shiny, and interactive plotting programs. The
focus is on the integration of statistics and computing tools
rather than on an in-depth analysis of all possibilities on each
side. Readers can follow different reading paths through the book,
depending on their needs. The book is meant as a basis for further
investigation of statistical modelling, implementation tools,
monitoring aspects, and software functionalities. Features: A
general but parsimonious class of models to perform statistical
prediction for epidemics, using a Bayesian approach Implementation
of automated routines to obtain daily prediction results How to
interactively visualize the model results Strategies for monitoring
the performance of the predictions and identifying potential issues
in the results Discusses the many decisions required to develop and
publish online platforms Supplemented by an R package and its
specific functionalities to model epidemic outbreaks The book is
geared towards practitioners with an interest in the development
and presentation of results in an online platform of statistical
analysis of epidemiological data. The primary audience includes
applied statisticians, biostatisticians, computer scientists,
epidemiologists, and professionals interested in learning more
about epidemic modelling in general, including the COVID-19
pandemic, and platform building. The authors are professors at the
Statistics Department at Universidade Federal de Minas Gerais.
Their research records exhibit contributions applied to a number of
areas of Science, including Epidemiology. Their research activities
include books published with Chapman and Hall/CRC and papers in
high quality journals. They have also been involved with academic
management of graduate programs in Statistics and one of them is
currently the President of the Brazilian Statistical Association.
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