Hierarchical Archimedean Copulas

Author:   Jan Górecki ,  Ostap Okhrin
Publisher:   Springer International Publishing AG
Edition:   2024 ed.
ISBN:  

9783031563362


Pages:   120
Publication Date:   16 May 2024
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Hierarchical Archimedean Copulas


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Overview

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.

Full Product Details

Author:   Jan Górecki ,  Ostap Okhrin
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   2024 ed.
ISBN:  

9783031563362


ISBN 10:   3031563360
Pages:   120
Publication Date:   16 May 2024
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Preface.- 1 Copulas.- 2 Archimedean Copulas.- 3 Construction.- 4 Properties.- 5 Sampling.- 6 Estimation.- 7 Temporal Models and their Applications.- 8 Software.

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Author Information

Jan Górecki is an Assistant Professor at the Department of Informatics and Mathematics, School of Business Administration in Karviná, at the Silesian University in Opava, Czech Republic. He is engaged in research in the field of computational statistics, machine learning and large language models, and teaching courses focused on artificial intelligence and web development.Ostap Okhrin is Professor of Econometrics and Statistics, especially in Transportation, at the Institute of Transport and Economics, TU Dresden, Germany. He has co-authored nearly 100 publications in the field of mathematical and applied statistics, econometrics, and reinforcement learning, with applications to finance, economics and autonomous driving.

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