174 citations · 290 across the 18 of their papers we have counts for
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cs.LG2013★ 15 cited
Nonparametric Basis Pursuit via Sparse Kernel-based Learning
Juan Andres Bazerque, Georgios B. Giannakis
Signal processing tasks as fundamental as sampling, reconstruction, minimum mean-square error interpolation and prediction can be viewed under the prism of reproducing kernel Hilbe…
cs.IT2013★ 94 cited
Rank regularization and Bayesian inference for tensor completion and extrapolation
Juan Andres Bazerque, Gonzalo Mateos, Georgios B. Giannakis
A novel regularizer of the PARAFAC decomposition factors capturing the tensor's rank is proposed in this paper, as the key enabler for completion of three-way data arrays with miss…