1 code implementation • 2 Apr 2023 • Simon Foucart, Chunyang Liao, Nate Veldt
Learning a smooth graph signal from partially observed data is a well-studied task in graph-based machine learning.
1 code implementation • 4 Nov 2021 • Simon Foucart, Chunyang Liao
This article fills the gap in both a local scenario and a global scenario.
no code implementations • 5 Jun 2020 • Simon Foucart, Chunyang Liao, Shahin Shahrampour, Yinsong Wang
Then, for any Hilbert space, we show that Optimal Recovery provides a formula which is user-friendly from an algorithmic point-of-view, as long as the hypothesis class is linear.
1 code implementation • NeurIPS 2020 • Simon Foucart, David Koslicki
When analyzing communities of microorganisms from their sequenced DNA, an important task is taxonomic profiling: enumerating the presence and relative abundance of all organisms, or merely of all taxa, contained in the sample.