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- Learning Quantitative Finance with R. Implement machine learning, time-series analysis, algorithmic trading and more
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Learning Quantitative Finance with R. Implement machine learning, time-series analysis, algorithmic trading and more
Ebook
The role of a quantitative analyst is very challenging, yet lucrative, so there is a lot of competition for the role in top-tier organizations and investment banks. This book is your go-to resource if you want to equip yourself with the skills required to tackle any real-world problem in quantitative finance using the popular R programming language.
You'll start by getting an understanding of the basics of R and its relevance in the field of quantitative finance. Once you've built this foundation, we'll dive into the practicalities of building financial
models in R. This will help you have a fair understanding of the topics as well as their implementation, as the authors have presented some use cases along with examples that are easy to understand and correlate.
We'll also look at risk management and optimization techniques for algorithmic trading. Finally, the book will explain some advanced concepts, such as trading using machine learning, optimizations, exotic options, and hedging.
By the end of this book, you will have a firm grasp of the techniques required to implement basic quantitative finance models in R.
You'll start by getting an understanding of the basics of R and its relevance in the field of quantitative finance. Once you've built this foundation, we'll dive into the practicalities of building financial
models in R. This will help you have a fair understanding of the topics as well as their implementation, as the authors have presented some use cases along with examples that are easy to understand and correlate.
We'll also look at risk management and optimization techniques for algorithmic trading. Finally, the book will explain some advanced concepts, such as trading using machine learning, optimizations, exotic options, and hedging.
By the end of this book, you will have a firm grasp of the techniques required to implement basic quantitative finance models in R.
- 1. Introduction to R for Quantitative Finance
- 2. Statistical Modeling
- 3. Wavelets and Econometric Analysis
- 4. Time Series Analysis
- 5. Algorithmic Trading
- 6. Trading using Machine Learning
- 7. Risk Management
- 8. Optimization
- 9. Derivative Pricing
- Title: Learning Quantitative Finance with R. Implement machine learning, time-series analysis, algorithmic trading and more
- Author: Dr. Param Jeet, PRASHANT VATS
- Original title: Learning Quantitative Finance with R. Implement machine learning, time-series analysis, algorithmic trading and more
- ISBN: 9781786465252, 9781786465252
- Date of issue: 2017-03-23
- Format: Ebook
- Item ID: e_15h6
- Publisher: Packt Publishing