000 04918nam a22004575i 4500
001 978-0-387-77827-3
003 DE-He213
005 20251006084417.0
007 cr nn 008mamaa
008 100301s2008 xxu| s |||| 0|eng d
020 _a9780387778273
020 _a99780387778273
024 7 _a10.1007/978-0-387-77827-3
_2doi
082 0 4 _a330.015195
_223
100 1 _aLai, Tze Leung.
_eauthor.
245 1 0 _aStatistical Models and Methods for Financial Markets
_h[electronic resource] /
_cby Tze Leung Lai, Haipeng Xing.
264 1 _aNew York, NY :
_bSpringer New York,
_c2008.
300 _aXX, 354p. 74 illus., 4 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSpringer Texts in Statistics,
_x1431-875X
505 0 _aBasic Statistical Methods and Financial Applications -- Linear Regression Models -- Multivariate Analysis and Likelihood Inference -- Basic Investment Models and Their Statistical Analysis -- Parametric Models and Bayesian Methods -- Time Series Modeling and Forecasting -- Dynamic Models of Asset Returns and Their Volatilities -- Advanced Topics in Quantitative Finance -- Nonparametric Regression and Substantive-Empirical Modeling -- Option Pricing and Market Data -- Advanced Multivariate and Time Series Methods in Financial Econometrics -- Interest Rate Markets -- Statistical Trading Strategies -- Statistical Methods in Risk Management.
520 _aThis book presents statistical methods and models of importance to quantitative finance and links finance theory to market practice via statistical modeling and decision making. Part I provides basic background in statistics, which includes linear regression and extensions to generalized linear models and nonlinear regression, multivariate analysis, likelihood inference and Bayesian methods, and time series analysis. It also describes applications of these methods to portfolio theory and dynamic models of asset returns and their volatilities. Part II presents advanced topics in quantitative finance and introduces a substantive-empirical modeling approach to address the discrepancy between finance theory and market data. It describes applications to option pricing, interest rate markets, statistical trading strategies, and risk management. Nonparametric regression, advanced multivariate and time series methods in financial econometrics, and statistical models for high-frequency transactions data are also introduced in this connection. The book has been developed as a textbook for courses on statistical modeling in quantitative finance in master's level financial mathematics (or engineering) and computational (or mathematical) finance programs. It is also designed for self-study by quantitative analysts in the financial industry who want to learn more about the background and details of the statistical methods used by the industry. It can also be used as a reference for graduate statistics and econometrics courses on regression, multivariate analysis, likelihood and Bayesian inference, nonparametrics, and time series, providing concrete examples and data from financial markets to illustrate the statistical methods. Tze Leung Lai is Professor of Statistics and Director of Financial Mathematics at Stanford University. He received the Ph.D. degree in 1971 from Columbia University, where he remained on the faculty until moving to Stanford University in 1987. He received the Committee of Presidents of Statistical Societies Award in 1983 and is an elected member of Academia Sinica and the International Statistical Institute. His research interests include quantitative finance and risk management, sequential statistical methodology, stochastic optimization and adaptive control, probability theory and stochastic processes, econometrics, and biostatistics. Haipeng Xing is Assistant Professor of Statistics at Columbia University. He received the Ph.D. degree in 2005 from Stanford University. His research interests include financial econometrics and engineering, time series modeling and adaptive control, fault detection, and change-point problems.
650 0 _aSTATISTICS.
650 0 _aFINANCE.
650 0 _aECONOMICS
_xSTATISTICS.
650 1 4 _aSTATISTICS.
650 2 4 _aSTATISTICS FOR BUSINESS/ECONOMICS/MATHEMATICAL FINANCE/INSURANCE.
650 2 4 _aQUANTITATIVE FINANCE.
700 1 _aXing, Haipeng.
_eauthor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9780387778266
830 0 _aSpringer Texts in Statistics,
_x1431-875X
856 4 0 _uhttp://dx.doi.org/10.1007/978-0-387-77827-3
_zVer el texto completo en las instalaciones del CICY
912 _aZDB-2-SMA
942 _2ddc
_cER
999 _c59024
_d59024