21 citations · 28 across the 7 of their papers we have counts for
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stat.ME2018★ 1 cited
AdaPtive Noisy Data Augmentation (PANDA) for Simultaneous Construction of Multiple Graph Models
Yinan Li, Xiao Liu, Fang Liu
We extend the data augmentation technique PANDA by Li et al. (2018) that regularizes single graph estimation to jointly learning multiple graphical models with various node types i…
stat.ML2018★ 5 cited
PANDA: AdaPtive Noisy Data Augmentation for Regularization of Undirected Graphical Models
Yinan Li, Xiao Liu, Fang Liu
We propose an AdaPtive Noise Augmentation (PANDA) technique to regularize the estimation and construction of undirected graphical models. PANDA iteratively optimizes the objective…