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Data Science and Risk Analytics in Finance and Insurance

Download or Read eBook Data Science and Risk Analytics in Finance and Insurance PDF written by Tze Leung Lai and published by CRC Press. This book was released on 2024-10-02 with total page 1098 pages. Available in PDF, EPUB and Kindle.
Data Science and Risk Analytics in Finance and Insurance
Author :
Publisher : CRC Press
Total Pages : 1098
Release :
ISBN-10 : 9781351643252
ISBN-13 : 1351643258
Rating : 4/5 (52 Downloads)

Book Synopsis Data Science and Risk Analytics in Finance and Insurance by : Tze Leung Lai

Book excerpt: This book presents statistics and data science methods for risk analytics in quantitative finance and insurance. Part I covers the background, financial models, and data analytical methods for market risk, credit risk, and operational risk in financial instruments, as well as models of risk premium and insolvency in insurance contracts. Part II provides an overview of machine learning (including supervised, unsupervised, and reinforcement learning), Monte Carlo simulation, and sequential analysis techniques for risk analytics. In Part III, the book offers a non-technical introduction to four key areas in financial technology: artificial intelligence, blockchain, cloud computing, and big data analytics. Key Features: Provides a comprehensive and in-depth overview of data science methods for financial and insurance risks. Unravels bandits, Markov decision processes, reinforcement learning, and their interconnections. Promotes sequential surveillance and predictive analytics for abrupt changes in risk factors. Introduces the ABCDs of FinTech: Artificial intelligence, blockchain, cloud computing, and big data analytics. Includes supplements and exercises to facilitate deeper comprehension.


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