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stat.AP2022
Functional data clustering via information maximization
Xinyu Li, Jianjun Xu, Haoyang Cheng
A new method for clustering functional data is proposed via information maximization. The proposed method learns a probabilistic classifier in an unsupervised manner so that mutual…
math.ST2022
Functional sufficient dimension reduction through distance covariance
Xing Yang, Jianjun Xu
Our research proposes a novel method for reducing the dimensionality of functional data, specifically for the case where the response is a scalar and the predictor is a random func…