Computers -- Mathematical & Statistical Software

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Using a novel integration of mathematics and Python codes, this book illustrates the fundamental concepts that link probability, statistics, and machine learning, so that the reader can not only employ statistical and machine learning models using modern Python modules, but also…

This book enables readers who may not be familiar with matrices to understand a variety of multivariate analysis procedures in matrix forms. Another feature of the book is that it emphasizes what model underlies a procedure and what objective function is optimized for fitting th…

Offering a unique learn-by-doing approach, this hands-on book will help you sharpen your skills by applying them in the context of projects with R, including dashboards, image processing, data reduction, mapping, and more. --

Introduces new and advanced methods of model discovery for time-series data using artificial intelligence.Implements topological approaches to distill "machine-intuitive" models from complex dynamics data.Introduces a new paradigm for a parsimonious model of a dynamical system w…

"Dealing with artificial intelligence, this book delineates AI's role in model discovery for dynamical systems. With the implementation of topological methods to construct metamodels, it engages with levels of complexity and multi-scale hierarchies hitherto considered off limits…