Polymer network reconfigures in sequence, helping elastomers stay tough under strain

Shock-absorbing sneaker soles are likely made of polyurethane, a highly elastic and tough polymer. The ability of these ...
Scientific Research Publishing

Zou, H., & Hastie, T. (2005). Regularization and Variable Selection via the Elastic Net. Journal of the Royal Statistical Society Series B: Statistical Methodology, 67, 301-320.

ABSTRACT: Variable selection using penalized estimation methods in quantile regression models is an important step in screening for relevant covariates. In this paper, we present a one-step estimation ...
Scientific Research Publishing

Zou, H. and Hastie, T. (2005) Addendum: Regularization and Variable Selection via the Elastic Net. Journal of the Royal Statistical Society Series B: Statistical Methodology ...

ABSTRACT: In the field of machine learning, support vector machine (SVM) is popular for its powerful performance in classification tasks. However, this method could be adversely affected by data ...
News Medical

Histone markers predict human age with accuracy comparable to DNA methylation clocks

In a recent study published in the journal Science Advances, a group of researchers investigated the role of histone modifications in human aging by developing and evaluating histone-specific age ...
The New York Times

These Elastic Shoelaces Turn All My Shoes (From Converse to Doc Martens) Into Slip-Ons

We independently review everything we recommend. When you buy through our links, we may earn a commission. Learn more› By Elissa Sanci Elissa Sanci is a senior writer who has reported on label makers, ...
IEEE

The generalization performance of kernelized elastic net regularization based on exponentially strongly mixing observations

Abstract: The study of kernelized elastic net regularization (KENReg) is a promising topic in machine learning community. Different from the elastic net regularizer in Zou and Hastie [1] which focuses ...
National Bureau of Economic Research

Regularization for Nonlinear Panel Models, Estimation of Heterogeneous Taxable Income Elasticities, and Conditional Influence Functions

Individual wants (preferences) and abilities may partly determine prices or tax rates. The resulting simultaneous changes in prices (or taxes) and preferences make it difficult to estimate policy ...
GitHub

how-to-use-l1-l2-and-elastic-net-regularization-with-pytorch.md

Regularization techniques can be used to mitigate these issues. In this article, we're going to take a look at L1, L2 and Elastic Net Regularization. Click on the previous link to understand them in ...