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This article introduces the Markov-Switching Multifractal Duration (MSMD) model by adapting the MSM stochastic volatility model of Calvet and Fisher (2004) to the duration setting. Although the MSMD process is exponential β-mixing as we show in the article, it is capable of generating highly persistent autocorrelation. We study, analytically and by simulation, how this feature of durations generated by the MSMD process propagates to counts and realized volatility. We employ a quasi-maximum likelihood estimator of the MSMD parameters based on the Whittle approximation and establish its strong consistency and asymptotic normality for general MSMD specifications. We show that the Whittle estimation is a computationally simple and fast alternative to maximum likelihood. Finally, we compare the performance of the MSMD model with competing short- and long-memory duration models in an out-of-sample forecasting exercise based on price durations of three major foreign exchange futures contracts. The results of the comparison show that the MSMD and the Long Memory Stochastic Duration model perform similarly and are superior to the short-memory Autoregressive Conditional Duration models. 相似文献
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ABSTRACTWhy do ethnoculturally defined states pursue favourable policies to integrate some returnees from their historical diasporas while neglecting or excluding others? We study this question by looking at members of two historical diasporas that, in the 1990s, returned to their respective ethnic homelands, Greece and Serbia, but were not treated uniformly by their respective governments. Utilising a wide range of primary sources, we consider evidence for a number of plausible explanations for such policy variation, including the economic profile of an ethnic returnee group, its status in internal ethnic hierarchies, its lobbying power, and dynamics of party politics. We find, instead, that the observed variation is best explained by the role that each particular group played in the ruling elites’ ex ante foreign policy objectives. Elites discouraged the repatriation of co-ethnics from parts of the world they still had claims over, by pursuing unfavourable repatriation policies. Conversely, absent a revisionist claim, states adopted favourable repatriation policies to encourage their repatriation and facilitate their integration upon return. Methodologically, the article illustrates the importance of focused comparisons across dyads of states and particular sub-diaspora groups. 相似文献
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In longitudinal studies, observation times are often irregular and subject‐specific. Frequently they are related to the outcome measure or other variables that are associated with the outcome measure but undesirable to condition upon in the model for outcome. Regression analyses that are unadjusted for outcome‐dependent follow‐up then yield biased estimates. The authors propose a class of inverse‐intensity rate‐ratio weighted estimators in generalized linear models that adjust for outcome‐dependent follow‐up. The estimators, based on estimating equations, are very simple and easily computed; they can be used under mixtures of continuous and discrete observation times. The predictors of observation times can be past observed outcomes, cumulative values of outcome‐model covariates and other factors associated with the outcome. The authors validate their approach through simulations and they illustrate it using data from a supported housing program from the US federal government. 相似文献
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