Book Image

Python for Finance - Second Edition

By : Yuxing Yan
5 (1)
Book Image

Python for Finance - Second Edition

5 (1)
By: Yuxing Yan

Overview of this book

This book uses Python as its computational tool. Since Python is free, any school or organization can download and use it. This book is organized according to various finance subjects. In other words, the first edition focuses more on Python, while the second edition is truly trying to apply Python to finance. The book starts by explaining topics exclusively related to Python. Then we deal with critical parts of Python, explaining concepts such as time value of money stock and bond evaluations, capital asset pricing model, multi-factor models, time series analysis, portfolio theory, options and futures. This book will help us to learn or review the basics of quantitative finance and apply Python to solve various problems, such as estimating IBM’s market risk, running a Fama-French 3-factor, 5-factor, or Fama-French-Carhart 4 factor model, estimating the VaR of a 5-stock portfolio, estimating the optimal portfolio, and constructing the efficient frontier for a 20-stock portfolio with real-world stock, and with Monte Carlo Simulation. Later, we will also learn how to replicate the famous Black-Scholes-Merton option model and how to price exotic options such as the average price call option.
Table of Contents (23 chapters)
Python for Finance Second Edition
Credits
About the Author
About the Reviewers
www.PacktPub.com
Customer Feedback
Preface
Index

Chapter 14. Exotic Options

In Chapter 10, Options and Futures, we have discussed the famous Black-Scholes-Merton option model and various trading strategies involving various types of options, futures, and underlying securities. The Black-Scholes-Merton closed-form solution is for European options that could be exercised only on maturity dates. American options could be exercised before or on a maturity date. Usually, those types of options are called vanilla options. On the other hand, there exist various types of exotic options that have all sorts of features making them more complex than commonly traded vanilla options.

For example, if an option buyer could exercise their right several times before the maturity date, it is called a Bermudan option. In Chapter 12, Monte Carlo Simulation, two types of exotic options are discussed. Many exotic options (derivatives) may have several triggers relating to their payoffs. An exotic option may also include non-standard underlying security or instrument...