Showing stat.MEShow all
2 papers · 1 filter
stat.ME2025
CLaRe: Compact near-lossless Latent Representations of High-Dimensional Object Data
Emma Zohner, Edward Gunning, Giles Hooker +1
Latent feature representation methods play an important role in the dimension reduction and statistical modeling of high-dimensional complex data objects. However, existing approac…
stat.ME2023
Covariance Assisted Multivariate Penalized Additive Regression (CoMPAdRe)
Neel Desai, Veerabhadran Baladandayuthapani, Russell T. Shinohara +1
We propose a new method for the simultaneous selection and estimation of multivariate sparse additive models with correlated errors. Our method called Covariance Assisted Multivari…