articleTop 10% cited
GARCH 101: The Use of ARCH/GARCH Models in Applied Econometrics
The Journal of Economic Perspectives · 2001 · Vol. 15(4) · pp. 157–168
Robert F. Engle✉(University of California San Diego)
Abstract
ARCH and GARCH models have become important tools in the analysis of time series data, particularly in financial applications. These models are especially useful when the goal of the study is to analyze and forecast volatility. This paper gives the motivation behind the simplest GARCH model and illustrates its usefulness in examining portfolio risk. Extensions are briefly discussed.
Financial Risk and Volatility ModelingMonetary Policy and Economic ImpactMarket Dynamics and VolatilityAutoregressive conditional heteroskedasticityVolatility (finance)EconometricsArchPortfolioEconomicsFinancial economicsEngineering
Citations
1,192
FWCI
11.83
field-weighted impact
References
14
Percentile
98%
vs. same field & year
Citations per year
Cited by
Forecasting stock markets using wavelet transforms and recurrent neural networks: An integrated system based on artificial bee colony algorithm
Applied Soft Computing · 2010 · 400 citations
Short-Term Traffic Flow Forecasting: An Experimental Comparison of Time-Series Analysis and Supervised Learning
IEEE Transactions on Intelligent Transportation Systems · 2013 · 737 citations
Quantiles via moments
Journal of Econometrics · 2019 · 2,043 citations
References
Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation
Econometrica · 1982 · 20,395 citations
Conditional Heteroskedasticity in Asset Returns: A New Approach
Econometrica · 1991 · 10,302 citations
Generalized autoregressive conditional heteroskedasticity
Journal of Econometrics · 1986 · 22,015 citations
On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks
The Journal of Finance · 1993 · 8,606 citations
Measuring and Testing the Impact of News on Volatility
The Journal of Finance · 1993 · 3,678 citations
Regression Quantiles
Econometrica · 1978 · 12,476 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.
