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

Bond evaluation


Bond is also called fixed income security. There are different types of categories. Based on maturity, bonds could be classified into short-term, median-term, and long-term. For US Treasury securities, T-bills are the securities issued by the Department of Treasury with a maturity less than 1 year, T-notes are for government bonds beyond 1 year but less than 10 years. T-bonds are treasury securities with a maturity beyond 10 years. Based on coupon payments, there are zero-coupon bonds and coupon bonds. When it is a central government's bond, we call them risk-free bonds since the central government usually has a right to print money, that is by default, free.

If a bond holder could convert his/her bond into the underlying common stock with a predetermined number of shares before maturity, it is called a convertible bond. If a bond issuer could retire or buy back a bond before its maturity, it is named a callable bond. On the other hands, if the bond buyers could sell the bond...