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Reconstructing Sparse Signals via Greedy Monte-Carlo Search

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We propose a Monte-Carlo-based method for reconstructing sparse signals in the formulation of sparse linear regression in a high-dimensional setting. The basic idea of this algorithm is to explicit... Click to show full abstract

We propose a Monte-Carlo-based method for reconstructing sparse signals in the formulation of sparse linear regression in a high-dimensional setting. The basic idea of this algorithm is to explicit...

Keywords: via greedy; monte carlo; signals via; sparse signals; reconstructing sparse

Journal Title: Journal of the Physical Society of Japan
Year Published: 2020

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