X-Nico

unusual facts about sparsity



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Compressed sensing

Around 2004, Emmanuel Candès, Terence Tao, and David Donoho proved that given knowledge about a signal's sparsity, the signal may be reconstructed with fewer samples than the Nyquist-Shannon theorem requires.

Deep learning

Regularization methods such as weight decay ( \ell 2 -regularization) or sparsity ( \ell 1 -regularization) can be applied during training to help combat overfitting.

Maleinos

The nature and sparsity of these references demonstrate the effective loss of any political power by the clan: a Stephen Maleinos was a landowner near Thessalonica in 1084, and another Maleinos, who rebelled against Emperor Andronikos I Komnenos (r. 1183–1185) in 1185, is described by Niketas Choniates as neither of noble birth nor rich.


see also