Hands-On Data Analysis in R for Finance
eBook - ePub

Hands-On Data Analysis in R for Finance

  1. 416 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Hands-On Data Analysis in R for Finance

About this book

The subject of this textbook is to act as an introduction to data science / data analysis applied to finance, using R and its most recent and freely available extension libraries. The targeted academic level is undergrad students with a major in data science and/or finance and graduate students, and of course practitioners or professionals who need a desk reference.

  • Assumes no prior knowledge of R
  • The content has been tested in actual university classes
  • Makes the reader proficient in advanced methods such as machine learning, time series analysis, principal component analysis and more
  • Gives comprehensive and detailed explanations on how to use the most recent and free resources, such as financial and statistics libraries or open database on the internet

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Table of contents

  1. Cover Page
  2. Half-Title Page
  3. Title Page
  4. Copyright Page
  5. Dedication Page
  6. Contents
  7. List of Figures
  8. Preface
  9. 1 Your Working Environment
  10. 2 Reading Data in R
  11. 3 Financial Data
  12. 4 Introduction to R
  13. 5 Functions
  14. 6 Data Transformation
  15. 7 Merging Data Sets
  16. 8 Graphing Using Ggplot
  17. 9 Returns and Returns-based Statistics
  18. 10 Portfolios
  19. 11 Modeling Returns & Simulations
  20. 12 Linear and Polynomial Regression
  21. 13 Fixed Income
  22. 14 Principal Component Analysis
  23. 15 Options
  24. 16 Value at Risk
  25. 17 Time Series Analysis
  26. 18 Machine Learning
  27. 19 Presenting the Results of Your Analyses
  28. 20 Appendix: Main Packages Seen in this Book
  29. Index

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Yes, you can access Hands-On Data Analysis in R for Finance by Jean-Francois Collard in PDF and/or ePUB format, as well as other popular books in Business & Probability & Statistics. We have over one million books available in our catalogue for you to explore.