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This is a vector autoregression (VAR) model with restrictions. I would also use a shorter lag and add conventional factors to the VIX return. Simple bootstrapping destroys the serial correlation in your model, but you might consider block bootstrapping. I would also try the following test: use a subset to calibrate your model and then perform an ...

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