64 citations · 98 across the 11 of their papers we have counts for
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stat.ML2023★ 1 cited
Multi-Response Heteroscedastic Gaussian Process Models and Their Inference
Taehee Lee, Jun S. Liu
Despite the widespread utilization of Gaussian process models for versatile nonparametric modeling, they exhibit limitations in effectively capturing abrupt changes in function smo…
math.ST2023
On the Optimality of Functional Sliced Inverse Regression
Rui Chen, Songtao Tian, Dongming Huang +2
In this paper, we prove that functional sliced inverse regression (FSIR) achieves the optimal (minimax) rate for estimating the central space in functional sufficient dimension red…
stat.ME2023★ 1 cited
Monotone Cubic B-Splines with a Neural-Network Generator
Lijun Wang, Xiaodan Fan, Huabai Li +1
We present a method for fitting monotone curves using cubic B-splines, which is equivalent to putting a monotonicity constraint on the coefficients. We explore different ways of en…