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In order to build formal definitions for general Two-dimensional Hidden Markov Models (2-D HMM) and to facilitate their studies in theory and application, this paper summarizes five strict definitions of 2-D HMM with their equivalence proven by high-order cases on low-order ones. These equivalent results are helpful to understand the nature of 2-D HMM and to provide a strict basis of formalization for further research.
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