54 citations · 200 across the 55 of their papers we have counts for
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stat.ML2017★ 13 cited
On the Optimality of Kernel-Embedding Based Goodness-of-Fit Tests
Krishnakumar Balasubramanian, Tong Li, Ming Yuan
The reproducing kernel Hilbert space (RKHS) embedding of distributions offers a general and flexible framework for testing problems in arbitrary domains and has attracted considera…
math.ST2017★ 10 cited
On Stein's Identity and Near-Optimal Estimation in High-dimensional Index Models
Zhuoran Yang, Krishnakumar Balasubramanian, Han Liu
We consider estimating the parametric components of semi-parametric multiple index models in a high-dimensional and non-Gaussian setting. Such models form a rich class of non-linea…