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A Hidden Markov Model (HMM) is used to model the VIX (the Cboe Volatility Index). A 4- state Gaussian mixture is fitted to the VIX price history from 1990 to 2022. Using a growing window of training data, the price of the S&P500 is predicted and two trading algorithms are presented, based on the...
Persistent link: https://www.econbiz.de/10014356167
In this paper we consider two cases of pairs trading strategies: a conditional statistical arbitrage method and an implicit statistical arbitrage method. We use a simulation-based Bayesian procedure for predicting stable ratios, defined in a cointegration model, of pairs of stock prices. We show...
Persistent link: https://www.econbiz.de/10010259626
We investigate the direct connection between the uncertainty related to estimated stable ratios of stock prices and risk and return of two pairs trading strategies: a conditional statistical arbitrage method and an implicit arbitrage one. A simulation-based Bayesian procedure is introduced for...
Persistent link: https://www.econbiz.de/10011505854
Persistent link: https://www.econbiz.de/10011907915
With the aim of constructing predictive distributions for daily returns, we introduce a new Markov normal mixture model in which the components are themselves normal mixtures. We derive the restrictions on the autocovariances and linear representation of integer powers of the time series in...
Persistent link: https://www.econbiz.de/10011604877
Persistent link: https://www.econbiz.de/10009782578
logistic autoregressive processes, change over time and their dynamics are possible driven by the past forecasting performances …
Persistent link: https://www.econbiz.de/10011386476
logistic auto-regressive processes, change over time and their dynamics are possible driven by the past forecasting …
Persistent link: https://www.econbiz.de/10013114729
In the recent years several commentators hinted at an increase of the correlation between equity and commodity prices, and blamed investment in commodity-related products for this. First, this paper investigates such claims by looking at various measures of correlation. Next, we assess to what...
Persistent link: https://www.econbiz.de/10013081553
forecasting. To further improve the forecasting, we modify our calibration approach by increasing the trader information set …
Persistent link: https://www.econbiz.de/10010463489