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Sparsistency

Noun

Définitions

1.NounLet b {\displaystyle \mathbf {b} } be a vector and define the support supp ⁡ ( b ) = { i : b i ≠ 0 } {\displaystyle \operatorname {supp} (\mathbf {b} )=\{i:\mathbf {b} _{i}\neq 0\}} where b i {\displaystyle \mathbf {b} _{i}} is the i {\displaystyle i} th element of b {\displaystyle \mathbf {b} } . Let b ^ {\displaystyle {\hat {\mathbf {b} }}} be an estimator for b {\displaystyle \mathbf {b} } . Then sparsistency is the property that the support of the estimator converges to the true support as the number of samples grows to infinity.
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