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Urn models and their applications in...
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Hisakado, Masato.
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Urn models and their applications in finance
Record Type:
Electronic resources : Monograph/item
Title/Author:
Urn models and their applications in finance/ by Masato Hisakado.
Author:
Hisakado, Masato.
Published:
Singapore :Springer Nature Singapore : : 2025.,
Description:
xxiii, 269 p. :ill., digital ;24 cm.
[NT 15003449]:
Introduction -- Urn processes -- Urn process and Merton model in finance -- From urn process and Merton model to Poisson process.
Contained By:
Springer Nature eBook
Subject:
Distribution (Probability theory) -
Online resource:
https://doi.org/10.1007/978-981-96-3825-3
ISBN:
9789819638253
Urn models and their applications in finance
Hisakado, Masato.
Urn models and their applications in finance
[electronic resource] /by Masato Hisakado. - Singapore :Springer Nature Singapore :2025. - xxiii, 269 p. :ill., digital ;24 cm.
Introduction -- Urn processes -- Urn process and Merton model in finance -- From urn process and Merton model to Poisson process.
This fascinating book begins with fundamental definitions and notations of urn models before moving on to stochastic processes and applications of urn models in the field of finance. The Pólya urn model is simple but has rich content and diverse applications because it includes correlations. Applications of Pólya models such as phase transitions in nonlinear Pólya models are studied here, and the relation between temporal correlation and phase transition is also discussed. In a continuous limit, the self-exciting negative binomial distribution model and Hawkes model, which has Poisson noise, can be obtained. In these models, it is possible to observe phase transition as a branching process, which is one of the absorption phase transitions. If connected urns are considered, the process can be extended to represent correlations between several urns, corresponding to complex networks among the urns and leading to consideration of how the network affects the urn processes. In this book, the method is applied to default portfolios, including correlations. In finance, correlation is an important issue in the clustering of a default, and several topics involving applications of urn models to risk assessment for default portfolios in finance are explained. Especially in default portfolios, some sectors affect many other sectors while other sectors do not; thus the origin of default contagion, a phenomenon to which urn models with networks are applied here.
ISBN: 9789819638253
Standard No.: 10.1007/978-981-96-3825-3doiSubjects--Topical Terms:
533179
Distribution (Probability theory)
LC Class. No.: QA273.6
Dewey Class. No.: 519.24
Urn models and their applications in finance
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Introduction -- Urn processes -- Urn process and Merton model in finance -- From urn process and Merton model to Poisson process.
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This fascinating book begins with fundamental definitions and notations of urn models before moving on to stochastic processes and applications of urn models in the field of finance. The Pólya urn model is simple but has rich content and diverse applications because it includes correlations. Applications of Pólya models such as phase transitions in nonlinear Pólya models are studied here, and the relation between temporal correlation and phase transition is also discussed. In a continuous limit, the self-exciting negative binomial distribution model and Hawkes model, which has Poisson noise, can be obtained. In these models, it is possible to observe phase transition as a branching process, which is one of the absorption phase transitions. If connected urns are considered, the process can be extended to represent correlations between several urns, corresponding to complex networks among the urns and leading to consideration of how the network affects the urn processes. In this book, the method is applied to default portfolios, including correlations. In finance, correlation is an important issue in the clustering of a default, and several topics involving applications of urn models to risk assessment for default portfolios in finance are explained. Especially in default portfolios, some sectors affect many other sectors while other sectors do not; thus the origin of default contagion, a phenomenon to which urn models with networks are applied here.
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