Search Results for author: J. Saketha Nath

Found 4 papers, 0 papers with code

Integral Probability Metric based Regularization for Optimal Transport

no code implementations10 Nov 2020 Piyushi Manupriya, J. Saketha Nath, Pratik Jawanpuria

Also, in the special case where the regularization is squared maximum mean discrepancy based, the proposed OT variant, as well as the corresponding Barycenter formulation, turn out to be those of minimizing a convex quadratic subject to non-negativity/simplex constraints and hence can be solved efficiently.

Statistical Optimal Transport posed as Learning Kernel Embedding

no code implementations NeurIPS 2020 J. Saketha Nath, Pratik Jawanpuria

This work takes the novel approach of posing statistical OT as that of learning the transport plan's kernel mean embedding from sample based estimates of marginal embeddings.

Entity Resolution and Location Disambiguation in the Ancient Hindu Temples Domain using Web Data

no code implementations NAACL 2018 Ayush Maheshwari, Vishwajeet Kumar, Ganesh Ramakrishnan, J. Saketha Nath

We present a system for resolving entities and disambiguating locations based on publicly available web data in the domain of ancient Hindu Temples.

Entity Resolution

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