No method can guarantee simple explanations, compressed observations, and efficient exact inference simultaneously because of inherent trade-offs from sparse representation uncertainty, sample complexity, and computational hardness.
Greed Is Good: Algorithmic Results for Sparse Approximation
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New inconsistent alternating projection scheme for basis pursuit with linear convergence proofs and competitive benchmarks.
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The Existential Theory of Research: Why Discovery Is Hard
No method can guarantee simple explanations, compressed observations, and efficient exact inference simultaneously because of inherent trade-offs from sparse representation uncertainty, sample complexity, and computational hardness.
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Basis pursuit by inconsistent alternating projections
New inconsistent alternating projection scheme for basis pursuit with linear convergence proofs and competitive benchmarks.