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Generalized Score Matching for Parameter Estimation on Convex Domains

Shetty, Nishanth et al.
arXiv (All) · Papers
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machine-learning
Maximum likelihood (ML) estimation is a principled and statistically efficient approach for learning probabilistic models. However, for unnormalized models, ML estimation requires evaluating the partition function and differentiating through it, which may not always be tractable. Score matching prov
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