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math.OC2016★ 2 cited
Optimization on the biorthogonal manifold
Klaus Glashoff, Michael M. Bronstein
In this paper, we consider optimization problems w.r.t. to pairs of orthogonal matrices . Problems of this form arise in several applications such as finding shape correspo…
math.OC2015★ 8 cited
MADMM: a generic algorithm for non-smooth optimization on manifolds
Artiom Kovnatsky, Klaus Glashoff, Michael M. Bronstein
Numerous problems in machine learning are formulated as optimization with manifold constraints. In this paper, we propose the Manifold alternating directions method of multipliers…