An Introduction to Statistical Data Science (eBook, PDF)
Giorgio Picci
eBook, PDF

An Introduction to Statistical Data Science (eBook, PDF)

Theory and Models

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This graduate textbook on the statistical approach to data science describes the basic ideas, scientific principles and common techniques for the extraction of mathematical models from observed data. Aimed at young scientists, and motivated by their scientific prospects, it provides first principle derivations of various algorithms and procedures, thereby supplying a solid background for their future specialization to diverse fields and applications.The beginning of the book presents the basics of statistical science, with an exposition on linear models. This is followed by an analysis of some...

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