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Written by pioneers in this exciting new field, Algebraic Statistics introduces the application of polynomial algebra to experimental design, discrete probability, and statistics.
It begins with an introduction to Gröbner bases and a thorough description of their applications to experimental design. A special chapter covers the binary case with new application to coherent systems in reliability and two level factorial designs. The work paves the way, in the last two chapters, for the application of computer algebra to discrete probability and statistical modelling through the important concept of an algebraic statistical model.
As the first book on the subject, Algebraic Statistics presents many opportunities for spin-off research and applications and should become a landmark work welcomed by both the statistical community and its relatives in mathematics and computer science.
This up-to-date account of algebraic statistics and information
geometry explores the emerging connections between the two
disciplines, demonstrating how they can be used in design of
experiments and how they benefit our understanding of statistical
models, in particular, exponential models. This book presents a new
way of approaching classical statistical problems and raises
scientific questions that would never have been considered without
the interaction of these two disciplines. Beginning with a brief
introduction to each area, using simple illustrative examples, the
book then proceeds with a collection of reviews and some new
results written by leading researchers in their respective fields.
Part III dwells in both classical and quantum information geometry,
containing surveys of key results and new material. Finally, Part
IV provides examples of the interplay between algebraic statistics
and information geometry. Computer code and proofs are also
available online, where key examples are developed in further
detail.
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