Sentence examples for penalty bound from inspiring English sources

The optimization framework of lasso to minimize the sum of squared errors with a (l_1 -norm penal_1 -normd on the sum of the absolute values of the coefficients) is formulated as follows: sum limits _{i=1}^{n}left( y_i - beta x_i right) ^2+lambda ||beta ||_1.By penaltying and forcing some variaboundtonbe zero, lasso can effectheely sumect a sparse mofel.

Thanks to a fine tuning of the penalty term, the lower bound for the penalty parameter appearing in the method is simply expressed in terms of the space dimension.

They differ in the use of penalty terms or bound contractions, threshold values for down-regulation, and the use of the parsimony criterion.

He said the court had no interest in stifling debate on the death penalty, and was constitutionally bound to protect every citizen's right to engage in such debate.

In this paper, we use the Lagrangian multipliers method, introduced by Zhang et al. (2015), to fit for the different prior geological or geophysical information during the inversion procedure; the additional penalty function of the density bound constraints makes the recovered model more reliable.

Simulation studies of specificity may suggest a lower bound on the penalty γ.

RadioShack settled with California's attorney general in June over charges it conspired with AirTouch (now part of Verizon Wireless) to falsely claim that customers were bound by $150 penalties for ending contracts early.

There was bound to be a penalty.

The theoretical limit mentioned in Figure 4 is the sphere packing bound that takes the penalty due to the block size into account [31].

But those candidates are "pledged," not bound, meaning they face no penalty for switching sides at the convention.

The adaptive LASSO approach proposed by Zou and Li [ 21] is a LASSO (linear bound) approximation for L p penalty.