Reparameterizing the Birkhoff polytope for variational permutation inference
Many matching, tracking, sorting, and ranking problems require probabilistic reasoning about possible permutations, a set that grows factorially with dimension. Combinatorial optimization algorithms may enable efficient point estimation, but fully Bayesian inference poses a severe challenge in this...
Main Authors: | , , , , |
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Format: | Conference item |
Language: | English |
Published: |
Proceedings of Machine Learning Research
2018
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