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Learning Quantitative Finance with R

You're reading from  Learning Quantitative Finance with R

Product type Book
Published in Mar 2017
Publisher Packt
ISBN-13 9781786462411
Pages 284 pages
Edition 1st Edition
Languages
Authors (2):
Dr. Param Jeet Dr. Param Jeet
Profile icon Dr. Param Jeet
PRASHANT VATS PRASHANT VATS
Profile icon PRASHANT VATS
View More author details

Table of Contents (16) Chapters

Learning Quantitative Finance with R
Credits
About the Authors
About the Reviewer
www.PacktPub.com
Customer Feedback
Preface
1. Introduction to R 2. Statistical Modeling 3. Econometric and Wavelet Analysis 4. Time Series Modeling 5. Algorithmic Trading 6. Trading Using Machine Learning 7. Risk Management 8. Optimization 9. Derivative Pricing

Summary


In this chapter, I presented different concepts of trading using R. I started with trend following strategy and explained in depth how the trading signals are generated and how various parameters related to its performance are captured. Momentum strategies was followed by pairs trading using three different methods. The first method covered was distance based pairs trading, the second was correlation based, and the third and final method was co-integration based pairs trading. Sometimes, trading in a portfolio is important to control the risk and reward ratio and for that I have covered capital asset pricing, the multi factor model, and portfolio construction. I used Systematic Investor Toolbox for implementing portfolio ideas.

In the next chapter, I will explain trading strategies using machine learning algorithms, which are gaining in popularity. Machine learning algorithms learn automatically from historical market behavior and try to mimic this behavior.

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