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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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CAREER: Statistical Learning, Inference and Approximation with Reproducing Kernels
6/1/20 → 5/31/25
Project: Research project
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Reproducing Kernel Hilbert Space Embedding of Measures: Theory and Applications to Statistical Learning
7/1/17 → 6/30/21
Project: Research project
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Optimal function-on-scalar regression over complex domains
Reimherr, M., Sriperumbudur, B. & Kang, H. B., 2023, In: Electronic Journal of Statistics. 17, 1, p. 156-197 42 p.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
APPROXIMATE KERNEL PCA: COMPUTATIONAL VERSUS STATISTICAL TRADE-OFF
Sriperumbudur, B. K. & Sterge, N., Oct 2022, In: Annals of Statistics. 50, 5, p. 2713-2736 24 p.Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
Cycle Consistent Probability Divergences Across Different Spaces
Zhang, Z., Mroueh, Y., Goldfeld, Z. & Sriperumbudur, B. K., 2022, In: Proceedings of Machine Learning Research. 151, p. 7257-7285 29 p.Research output: Contribution to journal › Conference article › peer-review
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Local minimax rates for closeness testing of discrete distributions
Lam-Weil, J., Carpentier, A. & Sriperumbudur, B. K., May 2022, In: Bernoulli. 28, 2, p. 1179-1197 19 p.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
Statistical Optimality and Computational Efficiency of Nyström Kernel PCA
Sterge, N. & Sriperumbudur, B. K., Oct 1 2022, In: Journal of Machine Learning Research. 23, 337.Research output: Contribution to journal › Article › peer-review