Improve MSTUMP Performance

[seanlaw]

For longer time series, multi-dimensional matrix profile computation seems slow. We should explore ways to improve the algorithm.

For example, if the user wants ALL dimensions (instead of a subset-k dimensions) then it may be possible to avoid some calculations.