to regularize

Examples

• All

• In effect, the repeated weighting procedure (10) concentrates the solution in the minimal number of "active" elements of g d, still reproducing the measurements sufficiently well. An additional advantage of using this procedure is the possibility to easily incorporate constraints or regularizing penalties.

  Academic text (2016)

• The research team decided to regularize their model to prevent overfitting during training.

• But this is a a way to regularize the problem.

• We then define the following complexity-regularized optimization problem.

  Academic text (2017)

• Full and regularized partial correlation matrices were also calculated from these time series.

  Academic text (2018)

• This reduced establishing correspondence to a well-understood image registration problem, which was solved with a regularized form of optical flow.

  Academic text (2018)

• The image yielding the least V is accepted as the best (final) image and regularizing parameter at a given iteration.

  Academic text (2016)

• Timecourses were used to estimate full and regularized partial correlation network matrices using FSLnets.

  Academic text (2018)

• Specifically, for the case of the linear support vector machine (where L is the so-called hinge loss), the regularized optimization problem is equivalent to the following robust optimization problem.

  Academic text (2017)

• To improve accuracy, the algorithm was designed to regularize its parameters using L2 penalties.

Synonyms

P

to penalize

vsto regularize

• Specialized

3 6.5

Add a cost to a model to discourage it becoming too complex

applies broader methods to limit model complexity beyond adding terms to loss

Antonyms

O

to overfit

• Specialized

8.4

Make a model memorize the training data so it does not work well on new data

How Regularized

to regularize

• Specialized

7.5

to penalize

• Specialized

3 6.5

to constrain

64 5.6

Surface Forms

Morphology

Etymology