Yin-Ting Liao

activity

20192023

most citedGeometric sharp large deviations for random projections of

ℓ_{p}^{n}

spheres and balls

7 citations · 9 across the 3 of their papers we have counts for

collaborators

3 papers

stat.ML2023★ 2 cited

Efficient and Robust Bayesian Selection of Hyperparameters in Dimension Reduction for Visualization

Yin-Ting Liao, Hengrui Luo, Anna Ma

We introduce an efficient and robust auto-tuning framework for hyperparameter selection in dimension reduction (DR) algorithms, focusing on large-scale datasets and arbitrary perfo…

math.PR2020★ 7 cited

Geometric sharp large deviations for random projections of $ℓ_{p}^{n}$ spheres and balls

Yin-Ting Liao, Kavita Ramanan

Accurate estimation of tail probabilities of projections of high-dimensional probability measures is of relevance in high-dimensional statistics and asymptotic geometric analysis.…

math.PR2019

An asymptotic thin shell condition and large deviations for random multidimensional projections

Steven Soojin Kim, Yin-Ting Liao, Kavita Ramanan

Consider the projection of an $n$ -dimensional random vector onto a random $k_{n}$ -dimensional basis, $k_{n} \leq n$ , drawn uniformly from the Haar measure on the Stiefel manifold of or…

Efficient and Robust Bayesian Selection of Hyperparameters in Dimension Reduction for Visualization

Geometric sharp large deviations for random projections of ℓpn​ spheres and balls

An asymptotic thin shell condition and large deviations for random multidimensional projections

Geometric sharp large deviations for random projections of $ℓ_{p}^{n}$ spheres and balls