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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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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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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 Scopus citations -
Gradient Flows and Riemannian Structure in the Gromov-Wasserstein Geometry
Zhang, Z., Goldfeld, Z., Greenewald, K., Mroueh, Y. & Sriperumbudur, B. K., 2025, (Accepted/In press) In: Foundations of Computational Mathematics.Research output: Contribution to journal › Article › peer-review
2 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
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ON THE LIMITS OF TOPOLOGICAL DATA ANALYSIS FOR STATISTICAL INFERENCE
Vishwanath, S., Fukumizu, K., Kuriki, S. & Sriperumbudur, B. K., Jun 2025, In: Foundations of Data Science. 7, 2, p. 502-535 34 p.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Optimal rates for functional linear regression with general regularization
Gupta, N., Sivananthan, S. & Sriperumbudur, B. K., Apr 2025, In: Applied and Computational Harmonic Analysis. 76, 101745.Research output: Contribution to journal › Article › peer-review
5 Scopus citations