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Markov chains are models for stochastic processes and have no long-term memory. The only state determining the future state in a Markov chain is the present.
Kalman Filter is ubiquitous in engineering control problems, including navigation, spacecraft trajectory analysis and manufacturing, it's also widely used in quantitative finance.