MARC details
000 -LEADER |
fixed length control field |
02692nam a22002417a 4500 |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20250617101929.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
250617b |||||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9781439839485 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
332.0285 |
Item number |
LAI |
100 ## - MAIN ENTRY--PERSONAL NAME |
Personal name |
Lai, Tze Leung |
245 ## - TITLE STATEMENT |
Title |
Data science and risk analytics in finance and insurance |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
Name of publisher, distributor, etc. |
CRC Press |
Place of publication, distribution, etc. |
Boca Raton |
Date of publication, distribution, etc. |
2025 |
300 ## - PHYSICAL DESCRIPTION |
Extent |
xiv, 449+ p. |
365 ## - TRADE PRICE |
Price type code |
GBP |
Price amount |
69.99 |
490 ## - SERIES STATEMENT |
Series statement |
Chapman and Hall/CRC Financial Mathematics Series |
500 ## - GENERAL NOTE |
General note |
Table of Contents:<br/><br/>Preface<br/><br/>Part 1: Background and Basic Analytics<br/><br/>1. Risk management and regulation<br/><br/>2. Basic concepts and methods in risk management<br/><br/>3. Financial derivatives and their pricing theory<br/><br/>4. Insurance risk and credibility theory<br/><br/>Part 2: Advanced Data and Risk Analytics<br/><br/>5. Supervised and unsupervised learning<br/><br/>6. Bandit, Markov decision process and reinforcement learning<br/><br/>7. Monte Carlo methods and rare event analytics<br/><br/>8. Surveillance and predictive analytics<br/><br/>Part 3: Data and Risk Analytics in FinTech<br/><br/>9. FinTech ABCD and analytics<br/><br/>Bibliography<br/><br/>Index |
520 ## - SUMMARY, ETC. |
Summary, etc. |
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.<br/><br/>Key Features:<br/><br/>Provides a comprehensive and in-depth overview of data science methods for financial and insurance risks.<br/>Unravels bandits, Markov decision processes, reinforcement learning, and their interconnections.<br/>Promotes sequential surveillance and predictive analytics for abrupt changes in risk factors.<br/>Introduces the ABCDs of FinTech: Artificial intelligence, blockchain, cloud computing, and big data analytics.<br/>Includes supplements and exercises to facilitate deeper comprehension.<br/><br/>(https://www.routledge.com/Data-Science-and-Risk-Analytics-in-Finance-and-Insurance/Lai-Xing/p/book/9781439839485?srsltid=AfmBOoqJsKMv656n8JKO9QrJhtKw9WGLr_YFDGsHU4CoWZjI4lLVDpA2) |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Finance--Data processing |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Risk analytics--Finance |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Insurance |
700 ## - ADDED ENTRY--PERSONAL NAME |
Personal name |
Xing, Haipeng |
942 ## - ADDED ENTRY ELEMENTS (KOHA) |
Koha item type |
Book |
Source of classification or shelving scheme |
Dewey Decimal Classification |