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Within registration, there are two important subproblems.
The first is the correspondence problem: given a point in one view, which point in the other view corresponds to the same surface point?
The second problem is the alignment: given point correspondences, which rigid motion aligns the data sets?
Of these two problems, the correspondence problem is the hard one. For alignment there exist closed form solutions for calculating a least-squares solution.