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FCA has a lot more research and work put into it than AM. Perhaps the state-of-the-art algo, In-close 4 by
Simon Andrews, could be applied to speed up AM. I would try a three-phase implementation:
- Run In-close 4 to get the concept lattice
- Mark heterogeneous contexts in the lattice
- Assign counts to the homogeneous contexts