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improve performance of finding rolling window maximum likelihood

There is data indexed by time: $$ D_1, D_2, D_3, ..., D_T $$ I have a model that I assume the parameter $\theta_t$ changes with time $t$. As a result, I adapt a rolling window strategy: $$ \theta_{...
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