Search Results for author: Yuexiao Dong

Found 4 papers, 0 papers with code

A selective review of sufficient dimension reduction for multivariate response regression

no code implementations2 Feb 2022 Yuexiao Dong, Abdul-Nasah Soale, Michael D. Power

The inverse regression family include pooled marginal estimators, projective resampling estimators, and distance-based estimators.

Dimensionality Reduction regression

High-Dimensional Independence Testing via Maximum and Average Distance Correlations

no code implementations4 Jan 2020 Cencheng Shen, Yuexiao Dong

This paper introduces and investigates the utilization of maximum and average distance correlations for multivariate independence testing.

valid Vocal Bursts Intensity Prediction

Sparse Representation Classification via Screening for Graphs

no code implementations4 Jun 2019 Cencheng Shen, Li Chen, Yuexiao Dong, Carey Priebe

The sparse representation classifier (SRC) is shown to work well for image recognition problems that satisfy a subspace assumption.

Classification Classification Consistency +1

Sparse Representation Classification Beyond L1 Minimization and the Subspace Assumption

no code implementations4 Feb 2015 Cencheng Shen, Li Chen, Yuexiao Dong, Carey E. Priebe

The results are demonstrated via simulations and real data experiments, where the new algorithm achieves comparable numerical performance and significantly faster.

Classification Classification Consistency +1

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