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A new generalized volatility proxy via the stochastic volatility model
Authors:Jong-Min Kim  Li Qin
Institution:Statistics Discipline, Division of Science and Mathematics, University of Minnesota at Morris, Morris, MN, USA
Abstract:This article proposes power transformation of absolute returns as a new proxy of latent volatility in the stochastic model. We generalize absolute returns as a proxy for volatility in that we place no restriction on the power of absolute returns. An empirical investigation on the bias, mean square error and relative bias is carried out for the proposed proxy. Simulation results show that the new estimator exhibiting negligible bias appears to be more efficient than the unbiased estimator with high variance.
Keywords:Volatility  stochastic volatility  relative bias  mean square error
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