Articles with "generalized sparse" as a keyword



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An AMP-Based Low Complexity Generalized Sparse Bayesian Learning Algorithm

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Published in 2019 at "IEEE Access"

DOI: 10.1109/access.2018.2890146

Abstract: In this paper, an approximate message passing-based generalized sparse Bayesian learning (AMP-Gr-SBL) algorithm is proposed to reduce the computation complexity of the Gr-SBL algorithm, meanwhile improving the robustness of the GAMP algorithm against the measurement… read more here.

Keywords: generalized sparse; sparse bayesian; sbl algorithm; algorithm ... See more keywords
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Generalized Sparse Learning of Linear Models Over the Complete Subgraph Feature Set

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Published in 2017 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"

DOI: 10.1109/tpami.2016.2567399

Abstract: Supervised learning over graphs is an intrinsically difficult problem: simultaneous learning of relevant features from the complete subgraph feature set, in which enumerating all subgraph features occurring in given graphs is practically intractable due to… read more here.

Keywords: subgraph feature; sparse learning; generalized sparse; complete subgraph ... See more keywords