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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

Fama-French three-factor model

Recall that the CAPM has the following form:

Fama-French three-factor model

Here, E() is the expectation, E(Ri) is the expected return for stock i, Rf is the risk-free rate, and E(Rmkt) is the expected market return. For instance, the S&P500 index could serve as a market index. The slope of the preceding equation (Fama-French three-factor model) is a measure of the stock's market risk. To find out the value of Fama-French three-factor model, we run a linear regression. The Fama-French three-factor model could be viewed as a natural extension of CAPM, see here:

Fama-French three-factor model

The definitions of Ri, Rf, and Rmkt remain the same. SMB is the portfolio returns of small stocks minus the portfolio returns of big stocks; HML is the portfolio returns for high book-to-market value minus returns of low book-to-market value stocks. The Fama/French factors are constructed using the six value-weight portfolios formed on size and book-to-market. Small Minus Big (SMB) is the average return on the three small portfolios minus the average return on the three big portfolios...

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