ARCH modeling in finance: A review of the theory and empirical evidence

T Bollerslev, RY Chou, KF Kroner - Journal of econometrics, 1992 - Elsevier
Although volatility clustering has a long history as a salient empirical regularity
characterizing high-frequency speculative prices, it was not until recently that applied …

Modeling stochastic volatility: A review and comparative study

SJ Taylor - Mathematical finance, 1994 - Wiley Online Library
Diffusion models for volatility have been used to price options while ARCH models
predominate in descriptive studies of asset volatility. This paper compares a discrete‐time …

Quasi-maximum likelihood estimation and inference in dynamic models with time-varying covariances

T Bollerslev, JM Wooldridge - Econometric reviews, 1992 - Taylor & Francis
We study the properties of the quasi-maximum likelihood estimator (QMLE) and related test
statistics in dynamic models that jointly parameterize conditional means and conditional …

Autoregressive conditional heteroskedasticity and changes in regime

JD Hamilton, R Susmel - Journal of econometrics, 1994 - Elsevier
ARCH models often impute a lot of persistence to stock volatility and yet give relatively poor
forecasts. One explanation is that extremely large shocks, such as the October 1987 crash …

Is the correlation in international equity returns constant: 1960–1990?

F Longin, B Solnik - Journal of international money and finance, 1995 - Elsevier
We study the correlation of monthly excess returns for seven major countries over the period
1960-90. We find that the international covariance and correlation matrices are unstable …

MIDAS regressions: Further results and new directions

E Ghysels, A Sinko, R Valkanov - Econometric reviews, 2007 - Taylor & Francis
We explore mixed data sampling (henceforth MIDAS) regression models. The regressions
involve time series data sampled at different frequencies. Volatility and related processes …

Modeling and pricing long memory in stock market volatility

T Bollerslev, HO Mikkelsen - Journal of econometrics, 1996 - Elsevier
A new class of fractionally integrated GARCH and EGARCH models for characterizing
financial market volatility is discussed. Monte Carlo simulations illustrate the reliability of …

Idiosyncratic risk matters!

A Goyal, P Santa‐Clara - The journal of finance, 2003 - Wiley Online Library
This paper takes a new look at the predictability of stock market returns with risk measures.
We find a significant positive relation between average stock variance (largely idiosyncratic) …

There is a risk-return trade-off after all

E Ghysels, P Santa-Clara, R Valkanov - Journal of financial economics, 2005 - Elsevier
This paper studies the intertemporal relation between the conditional mean and the
conditional variance of the aggregate stock market return. We introduce a new estimator that …

Bivariate GARCH estimation of the optimal commodity futures hedge

RT Baillie, RJ Myers - Journal of Applied Econometrics, 1991 - Wiley Online Library
Six different commodities are examined using daily data over two futures contract periods.
Cash and futures prices for all six commodities are found to be well described as …