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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.ME2024
An Understanding of Principal Differential Analysis
Edward Gunning, Giles Hooker
In functional data analysis, replicate observations of a smooth functional process and its derivatives offer a unique opportunity to flexibly estimate continuous-time ordinary diff…