Artificial Intelligence, Big Data and Data Science in Statistics

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Artificial Intelligence, Big Data and Data Science in Statistics

Challenges and Solutions in Environmetrics, the Natural Sciences and Technology

Probability and statistics Databases Machine learning

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Collection: Mathematics and Statistics

Language: English

Published by: Springer

Published on: 15th November 2022

Format: LCP-protected ePub

Size: 42 Mb

ISBN: 9783031071553


Overview

This book discusses the interplay between statistics, data science, machine learning and artificial intelligence, with a focus on environmental science, the natural sciences, and technology. It covers the state of the art from both a theoretical and a practical viewpoint and describes how to successfully apply machine learning methods, demonstrating the benefits of statistics for modeling and analyzing high-dimensional and big data.

Contributions

The book’s expert contributions include theoretical studies of machine learning methods, expositions of general methodologies for sound statistical analyses of data as well as novel approaches to modeling and analyzing data for specific problems and areas.

Applications

In terms of applications, the contributions deal with data as arising in industrial quality control, autonomous driving, transportation and traffic, chip manufacturing, photovoltaics, football, transmission of infectious diseases, Covid-19 and public health.

Target Audience

The book will appeal to statisticians and datascientists, as well as engineers and computer scientists working in related fields or applications.

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