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Python for Finance

You're reading from   Python for Finance Apply powerful finance models and quantitative analysis with Python

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Product type Paperback
Published in Jun 2017
Publisher
ISBN-13 9781787125698
Length 586 pages
Edition 2nd Edition
Languages
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Author (1):
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Yuxing Yan Yuxing Yan
Author Profile Icon Yuxing Yan
Yuxing Yan
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Table of Contents (17) Chapters Close

Preface 1. Python Basics FREE CHAPTER 2. Introduction to Python Modules 3. Time Value of Money 4. Sources of Data 5. Bond and Stock Valuation 6. Capital Asset Pricing Model 7. Multifactor Models and Performance Measures 8. Time-Series Analysis 9. Portfolio Theory 10. Options and Futures 11. Value at Risk 12. Monte Carlo Simulation 13. Credit Risk Analysis 14. Exotic Options 15. Volatility, Implied Volatility, ARCH, and GARCH Index

Graphical presentation of stock prices at options' maturity dates

Up to now, we have discussed that options are really path-independent, which means the option prices depend on terminal values. Thus, before pricing such an option, we need to know the terminal stock prices. To extend the previous program, we have the following code to estimate the terminal stock prices for a given set of values: S0 (initial stock price), n_simulation (number of terminal prices), T (maturity date in years), n_steps (number of steps), mu (expected annual stock returns), and sigma (volatility):

import scipy as sp 
import matplotlib.pyplot as plt
from scipy import zeros, sqrt, shape 
#input area
S0 = 9.15               # stock price at time zero 
T =1.                   # years
n_steps=100.            # number of steps 
mu =0.15                # expected annual return 
sigma = 0.2             # volatility (annual) 
sp.random.seed(12345)   # fix those random numbers 
n_simulation = 1000     # number of simulation...
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