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Hierarchical Archimedean Copulas / by Jan Górecki, Ostap Okhrin.

Springer Nature - Springer Mathematics and Statistics eBooks 2024 English International Available online

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Format:
Book
Author/Creator:
Górecki, Jan.
Contributor:
Okhrin, Ostap.
Series:
SpringerBriefs in Applied Statistics and Econometrics, 2524-4124
Language:
English
Subjects (All):
Statistics.
Probabilities.
Statistics--Computer programs.
Statistical Theory and Methods.
Statistics in Business, Management, Economics, Finance, Insurance.
Probability Theory.
Statistical Software.
Local Subjects:
Statistical Theory and Methods.
Statistics in Business, Management, Economics, Finance, Insurance.
Probability Theory.
Statistical Software.
Physical Description:
1 online resource (128 pages)
Edition:
1st ed. 2024.
Place of Publication:
Cham : Springer Nature Switzerland : Imprint: Springer, 2024.
Summary:
This book offers a thorough understanding of Hierarchical Archimedean Copulas (HACs) and their practical applications. It covers the basics of copulas, explores the Archimedean family, and delves into the specifics of HACs, including their fundamental properties. The text also addresses sampling algorithms, HAC parameter estimation, and structure, and highlights temporal models with applications in finance and economics. The final chapter introduces R, MATLAB, and Octave toolboxes for copula modeling, enabling students, researchers, data scientists, and practitioners to model complex dependence structures and make well-informed decisions across various domains.
Contents:
Preface
1 Copulas
2 Archimedean Copulas
3 Construction
4 Properties
5 Sampling
6 Estimation
7 Temporal Models and their Applications
8 Software.
ISBN:
9783031563379
3031563379
OCLC:
1434591481

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