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Candès and Tao: the Dantzig selector

Contribution grade

Statistics · ALGORITHM

Reference score130,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Proposed the Dantzig selector and established oracle-style error bounds under specified design and sparsity assumptions.

Scientific scope

The record is the exact two-author Annals of Statistics paper, circulated as a 2005 preprint and published in 2007. Its guarantees depend on explicit design and noise assumptions and do not cover every high-dimensional regression setting.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record is the exact two-author Annals of Statistics paper, circulated as a 2005 preprint and published in 2007. Its guarantees depend on explicit design and noise assumptions and do not cover every high-dimensional regression setting.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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