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Network Models in Finance
Expanding the Tools for Portfolio and Risk Management
Gueorgui S. Konstantinov (Author), Frank J. Fabozzi (Author)
9781394279685, Wiley
Hardback, published 10 February 2025
368 pages
25.9 x 21.1 x 3.3 cm, 0.794 kg
Expansive overview of theory and practical implementation of networks in investment management Guided by graph theory, Network Models in Finance: Expanding the Tools for Portfolio and Risk Management provides a comprehensive overview of networks in investment management, delivering strong knowledge of various types of networks, important characteristics, estimation, and their implementation in portfolio and risk management. With insights into the complexities of financial markets with respect to how individual entities interact within the financial system, this book enables readers to construct diversified portfolios by understanding the link between price/return movements of different asset classes and factors, perform better risk management through understanding systematic, systemic risk and counterparty risk, and monitor changes in the financial system that indicate a potential financial crisis. With a practitioner-oriented approach, this book includes coverage of: Network Models in Finance: Expanding the Tools for Portfolio and Risk Management is an essential read for asset managers and investors seeking to make use of networks in research, trading, and portfolio management.
Preface ix Acknowledgments xv About the Authors xvii Part One Chapter 1 Introduction 3 Chapter 2 The Basic Structure of a Network 29 Chapter 3 Network Properties 45 Chapter 4 Network Centrality Metrics 71 Part Two Chapter 5 Network Modeling 95 Chapter 6 Foundations for Building Portfolio Networks – Link Prediction and Association Models 117 Chapter 7 Foundations for Building Portfolio Networks – Statistical and Econometric Models 141 Chapter 8 Building Portfolio Networks – Probabilistic Models 163 Chapter 9 Network Processes in Asset Management 181 Chapter 10 Portfolio Allocation With Networks 227 Part Three Chapter 11 Systematic and Systemic Risk, Spillover, and Contagion 261 Chapter 12 Networks in Risk Management 277 References 313 Index 327
Subject Areas: Computer science [UY]
