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We propose a straightforward linear Gaussian approach, where decoding relies on the inversion of properly regularized encoding models, which can still be solved analytically.
The simplest solution is to add some white noise to the speech signal, so that the inverses in Equation 13 and Equation 17 can be replaced with pseudoinverses and properly regularized [16].
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The original sparse representation problem is regularized with a properly designed weighted ℓ1 minimization and effectively solved with existing solver.
Transparent, dotted lines = all remaining partial regularized correlation relationships.
"Going forward, cities, states, and businesses – all will need localized, regularized information delivered to them".
North Koreans are already trading extensively, but this activity would become legalized and regularized.
This problem is regularized by means of the Tikhonov method.
Israeli law not only sanctions assassination but has regularized it to some extent.
The empirical covariance estimates were regularized via the "shrunk" method, as recommended by Engemann and Gramfort65.
Some states regularized the position of consuls as state officials, though they were not considered diplomats.
People who overstay their welcome could forfeit their chance of being regularized forever.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com