Sentence examples for through penalizing from inspiring English sources

Persistent dichotomies between spheres of health and education are checked through penalizing field-based discordances between professionals' skill profiles and their needs while meeting populations-expressed expectations.

Simulation results demonstrate that substantial loss reductions, i.e. the (average) difference between true and estimated covariance matrices, can be achieved through penalized estimation.

The model size obtained through penalized regression methods corresponding to λ1se (14 for lasso, 11 for adaptive lasso, and 12 for adaptive elastic net) is comparable to that of BIC stepwise (13 and 11 variables).

This approach has been adopted through laws penalizing the buyers of sex, while decriminalizing those who are sold.

In addition to providing a means of avoiding overfitting, obtaining a parsimonious variable set through the penalized Ridge regression was necessary to assess the relative strengths of the conventional markers and the transcripts in the final model.

This carbon "cap-and-trade" program would be accomplished on a country-to-country international scale through the Kyoto Protocol treaty, penalizing developed countries that produce lots of CO2 emissions by forcing them to purchase credits from less developed countries (amounting to free money for them).

The recently enacted Death in Custody Act, which requires data collection on what the title suggests, is taking that approach by penalizing noncompliant agencies through Department of Justice funds.

Both Republicans and Democrats largely agree with President Obama's broad goals of providing Ukraine up to $1 billion in loan guarantees and penalizing the Russians through sanctions on individuals close to Putin.

By the same token, penalizing those responsible through judicial proceedings will address the need for retribution, but it will not prevent unethical yet still legal behavior in the future.

However, laws can also create legal barriers in many countries that impede effective HIV/AIDS interventions by penalizing those with HIV/AIDS through criminal sanctions or other policies.

There is then a risk of penalizing people who have become unwell through no fault of their own (Williams and Cookson 2000).