Near second-order Markov property of MA-filtered first-order Markov processes
Near second-order Markov property of MA-filtered first-order Markov processes
Consider a first-order Markov process observed at the output of a length- moving-average (MA) filter, with output covariance
Near second-order Markov conjecture. The MA filtering of the first-order Markov process generates nearly a second-order Markov process.
This concerns the effective Markov order induced by moving-average filtering of a process with exponentially decaying correlations. The statement is presented as a conjecture, but the supplied text does not specify what “nearly” means or provide evidence resolving it.
Sources & referencesView supporting material
Primary source
Pavel Loskot, “Polynomial Representations of High-Dimensional Observations of Random Processes”, arXiv:2010.07991 (2020).
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