Book Image

Mastering R for Quantitative Finance

Book Image

Mastering R for Quantitative Finance

Overview of this book

Table of Contents (20 chapters)
Mastering R for Quantitative Finance
Credits
About the Authors
About the Reviewers
www.PacktPub.com
Preface
Index

Arbitrage pricing theory


APT relies on the assumption that asset returns in the market are determined by macroeconomic and firm-specific factors, and asset returns are generated by the following linear factor model:

Equation 1

Here, E(ri) is the expected return of asset i, Fj stands for the unexpected change of the jth factor, and βij shows the ith security's sensitivity for that factor, while ei is the return caused by unexpected firm-specific events. So represents the random systemic effect, and ei represents the non-systemic (that is idiosyncratic) effect, which is not captured by the market factors. Being unexpected, both and ei have a zero mean. In this model, factors are independent of each other and the firm-specific risk. Thus, asset returns are derived from two sources: the systemic risk of the factors that affect all assets in the market and the non-systematic risk that impacts only that special firm. A non-systemic risk can be diversified by holding more assets in the portfolio...