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01/05/2021
Data Quality Measures and Efficient Evaluation Algorithms for Large-Scale High-Dimensional Data
Machine learning has been proven to be effective in various application ...
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10/24/2019
Structure Learning of Gaussian Markov Random Fields with False Discovery Rate Control
In this paper, we propose a new estimation procedure for discovering the...
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05/20/2019
Compressed Learning of Deep Neural Networks for OpenCL-Capable Embedded Systems
Deep neural networks (DNNs) have been quite successful in solving many c...
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11/18/2015
Fast Saddle-Point Algorithm for Generalized Dantzig Selector and FDR Control with the Ordered l1-Norm
In this paper we propose a primal-dual proximal extragradient algorithm ...
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11/02/2011