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Dive into the research topics where Bharath Kumar Sriperumbudur is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Collaborative Research: Synergies between Steins Identities and Reproducing Kernels: Modern Tools for Nonparametric Statistics
Sriperumbudur, B. K. (PI)
7/1/24 → 6/30/27
Project: Research project
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Collaborative Research: Synergies between Steins Identities and Reproducing Kernels: Modern Tools for Nonparametric Statistics
Sriperumbudur, B. K. (PI)
7/1/24 → 6/30/27
Project: Research project
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CAREER: Statistical Learning, Inference and Approximation with Reproducing Kernels
Sriperumbudur, B. K. (PI)
6/1/20 → 5/31/26
Project: Research project
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CAREER: Statistical Learning, Inference and Approximation with Reproducing Kernels
Sriperumbudur, B. K. (PI)
6/1/20 → 5/31/26
Project: Research project
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Reproducing Kernel Hilbert Space Embedding of Measures: Theory and Applications to Statistical Learning
Sriperumbudur, B. K. (PI)
7/1/17 → 6/30/21
Project: Research project
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Gradient Flows and Riemannian Structure in the Gromov-Wasserstein Geometry
Zhang, Z., Goldfeld, Z., Greenewald, K., Mroueh, Y. & Sriperumbudur, B. K., Jun 2026, In: Foundations of Computational Mathematics. 26, 3, p. 1911-2003 93 p.Research output: Contribution to journal › Article › peer-review
1 Link opens in a new tab Scopus citations -
Minimax optimal goodness-of-fit testing with kernel Stein discrepancy
Hagrass, O., Sriperumbudur, B. & Balasubramanian, K., Feb 2026, In: Bernoulli. 32, 1, p. 299-324 26 p.Research output: Contribution to journal › Article › peer-review
1 Link opens in a new tab Scopus citations -
(De)-regularized Maximum Mean Discrepancy Gradient Flow
Chen, Z., Mustafi, A., Glaser, P., Korba, A., Gretton, A. & Sriperumbudur, B. K., 2025, In: Journal of Machine Learning Research. 26, 235.Research output: Contribution to journal › Article › peer-review
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Functional linear and single-index models: A unified approach via Gaussian Stein identity
Balasubramanian, K., Müller, H. G. & Sriperumbudur, B. K., May 1 2025, In: Bernoulli. 31, 2, p. 973-1006 34 p.Research output: Contribution to journal › Article › peer-review
3 Link opens in a new tab Scopus citations -
Nyström Kernel Stein Discrepancy
Kalinke, F., Szabó, Z. & Sriperumbudur, B. K., 2025, In: Proceedings of Machine Learning Research. 258, p. 388-396 9 p.Research output: Contribution to journal › Conference article › peer-review