SenGupta Directional Statistics for Innovative Applications

Directional Statistics for Innovative Applications

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A Bicentennial Tribute to Florence Nightingale

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Beschreibung

In commemoration of the bicentennial of the birth of the “lady who gave the rose diagram to us”, this special contributed book pays a statistical tribute to Florence Nightingale. This book presents recent phenomenal developments, both in rigorous theory as well as in emerging methods, for applications in directional statistics, in 25 chapters with contributions from 65 renowned researchers from 25 countries. With the advent of modern techniques in statistical paradigms and statistical machine learning, directional statistics has become an indispensable tool. Ranging from data on circles to that on the spheres, tori and cylinders, this book includes solutions to problems on exploratory data analysis, probability distributions on manifolds, maximum entropy, directional regression analysis, spatio-directional time series, optimal inference, simulation, statistical machine learning with big data, and more, with their innovative applications to emerging real-life problems in astro-statistics, bioinformatics, crystallography, optimal transport, statistical process control, and so on.


In commemoration of the bicentennial of the birth of the “lady who gave the rose diagram to us”, this special contributed book pays a statistical tribute to Florence Nightingale. This book presents recent phenomenal developments, both in rigorous theory as well as in emerging methods, for applications in directional statistics, in 25 chapters with contributions from 65 renowned researchers from 25 countries. With the advent of modern techniques in statistical paradigms and statistical machine learning, directional statistics has become an indispensable tool. Ranging from data on circles to that on the spheres, tori and cylinders, this book includes solutions to problems on exploratory data analysis, probability distributions on manifolds, maximum entropy, directional regression analysis, spatio-directional time series, optimal inference, simulation, statistical machine learning with big data, and more, with their innovative applications to emerging real-life problems in astro-statistics, bioinformatics, crystallography, optimal transport, statistical process control, and so on.


Presents recent phenomenal development in theory and emerging methods for applications in directional statistics Pays a statistical tribute to Florence Nightingale—the lady who gave us the “rose diagram” Focuses on innovative applications to emerging real-life problems in many areas ranging from astro-statistics to zoology

Autor*in

Ashis SenGupta

Themen in »Directional Statistics for Innovative Applications«

Directional Statistics Multivariate Analysis Regression Analysis Big Data Analytics Statistical Machine Learning Probability Distributions

Stimmen zu »Directional Statistics for Innovative Applications«

Details

ISBN: 9789811910432
Verlag: Springer Singapore
Erscheinung: 16.06.2022

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