Tsay, Ruey S., 1951-

Analysis of financial time series / Ruey S. Tsay. - xii, 448 pages : illustrations ; 25 cm. - Wiley series in probability and statistics . - Wiley series in probability and statistics. .

"A Wiley-Interscience publication.".

Includes bibliographical references and index.

Preface -- Financial Time Series and Their Characteristics -- Linear Time Series Analysis and Its Applications -- Conditional Heteroscedastic Models -- Nonlinear Models and Their Applications -- High-Frequency Data Analysis and Market Microstructure -- Continuous-Time Models and Their Applications -- Extreme Values, Quantile Estimation, and Value at Risk -- Multivariate Time Series Analysis and Its Applications -- Multivariate Volatility Models and Their Applications -- Markov Chain Monte Carlo Methods with Applications -- Index. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10.

"Fundamental topics and new methods in time series analysis; ; Analysis of Financial Time Series provides a comprehensive and systematic introduction to financial econometric models and their application to modeling and prediction of financial time series data. It utilizes real-world examples and real financial data throughout the book to apply the models and methods described.; ; The author begins with basic characteristics of financial time series data before covering three main topics: analysis and application of univariate financial time series; the return series of multiple assets; and Bayesian inference in finance methods. Timely topics and recent results include:; ; * Value at Risk (VaR); ; * High-frequency financial data analysis; ; * Markov Chain Monte Carlo (MCMC) methods; ; * Derivative pricing using jump diffusion with closed-form formulas; ; * VaR calculation using extreme value theory based on a non-homogeneous two-dimensional Poisson process; ; * Multivariate volatility models with time-varying correlations; ; Ideal as a fundamental introduction to time series for MBA students or as a reference for researchers and practitioners in business and finance, Analysis of Financial Time Series offers an in-depth and up-to-date account of these vital methods."--Publisher description.

0471415448 9780471415442

2001026944


Time-series analysis
Econometrics
Risk management.
Business mathematics
Finance--Statistics

HA30.3 / T76 2002

332.0151955