Statistics of Financial Markets by Borak, Szymon; Härdle, Wolfgang Karl; López-Cabrera, Brenda;

Long description:

Practice makes perfect. Therefore the best method of mastering models is working with them.

This book contains a large collection of exercises and solutions which will help explain the statistics of financial markets. These practical examples are carefully presented and provide computational solutions to specific problems, all of which are calculated using R and Matlab. This study additionally looks at the concept of corresponding Quantlets, the name given to these program codes and which follow the name scheme SFSxyz123.

The book is divided into three main parts, in which option pricing, time series analysis and advanced quantitative statistical techniques in finance is thoroughly discussed. The authors have overall successfully created the ideal balance between theoretical presentation and practical challenges.

Table of Contents:

Part I Option Pricing: Derivatives.- Introduction to Option Management.- Basic Concepts of Probability Theory.- Stochastic Processes in Discrete Time.- Stochastic Integrals and Di
erential Equations.- Black-Scholes Option Pricing Model.- Binomial Model for European Options.- American Options.- Models for the Interest Rate and Interest Rate Derivatives.- Part II Statistical Model of Financial Time Series: Financial Time Series Models.- ARIMA Time Series Models.- Time Series with Stochastic Volatility.- Part III Selected Financial Applications: Value at Risk and Backtesting.- Copulae and Value at Risk.- Statistics of Extreme Risks.- Volatility Risk of Option Portfolios.- Portfolio Credit Risk.- References.