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partial eigendecomposition (#27, #28)

* add partial eigendecomposition
* add laplacian eigenmap
* add partial eigendecomposition test
* add warning if partial fourier basis will be slow
* test set_coords('laplacian_eigenmap')
* allow sign flip in checking partial vs full eigenvectors
* make tests pass
* address comments from @mdeff : remove symmetry check, concatenate warning
* bugfix f69730a
* fix wording of expensive fourier warning
* partial eigendecomposition requires smallest eigenvalues
* fix test

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