most citedThe Coupling/Minorization/Drift Approach to Markov Chain Convergence Rates

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stat.ME2025

SpeedCP: Fast Kernel-based Conditional Conformal Prediction

Yating Liu, Yeo Jin Jung, Zixuan Wu +2

Conformal prediction provides distribution-free prediction sets with finite-sample conditional guarantees. We build upon the RKHS-based framework of Gibbs et al. (2023), which leve…

stat.ME2025

Efficient Canonical Correlation Analysis with Sparsity

Zixuan Wu, Elena Tuzhilina, Coralie Rousseau +1

In high-dimensional settings, Canonical Correlation Analysis (CCA) often fails, and existing sparse methods force an untenable choice between computational speed and statistical ri…