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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

Summary

In this chapter, we have discussed multiple-factor linear models. Those models could be viewed as a simple extension of the CAPM, a single one-factor linear model. These multifactor models include the Fama-French three-factor, Fama-French-Carhart four-factor, and Fama-French five-factor models.

In the next chapter, we will discuss various properties for time series. In finance and economics, a huge amount of our data is in the format of time series, such as stock price and Gross Domestic Product (GDP), or stocks' monthly or daily historical prices. For time series, there exist many issues, such as how to estimate returns from historical price data, how to merge datasets with the same or different frequencies, seasonality, and detection of auto-correlation. Understanding those properties is vitally important for our knowledge development.

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