58 citations · 158 across the 22 of their papers we have counts for
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cs.LG2016
Nonextensive information theoretical machine
Chaobing Song, Shu-Tao Xia
In this paper, we propose a new discriminative model named \emph{nonextensive information theoretical machine (NITM)} based on nonextensive generalization of Shannon information th…
cs.LG2016★ 2 cited
Bayesian linear regression with Student-t assumptions
Chaobing Song, Shu-Tao Xia
As an automatic method of determining model complexity using the training data alone, Bayesian linear regression provides us a principled way to select hyperparameters. But one oft…
cs.IT2016
Alternating direction algorithms for regularization in compressed sensing
Chaobing Song, Shu-Tao Xia
In this paper we propose three iterative greedy algorithms for compressed sensing, called \emph{iterative alternating direction} (IAD), \emph{normalized iterative alternating direc…