22 citations · 49 across the 5 of their papers we have counts for
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cs.LG2018★ 17 cited
Finding GEMS: Multi-Scale Dictionaries for High-Dimensional Graph Signals
Yael Yankelevsky, Michael Elad
Modern data introduces new challenges to classic signal processing approaches, leading to a growing interest in the field of graph signal processing. A powerful and well establishe…
cs.LG2016★ 22 cited
Structure-Aware Classification using Supervised Dictionary Learning
Yael Yankelevsky, Michael Elad
In this paper, we propose a supervised dictionary learning algorithm that aims to preserve the local geometry in both dimensions of the data. A graph-based regularization explicitl…