# Elastic net regularization

## Papers overview

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2017

2017

- IEEE Transactions on Image Processing
- 2017

In this paper, we aim at learning compact and discriminative linear regression models. Linear regression has been widely used inâ€¦Â (More)

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2016

2016

- Neural Computation
- 2016

Kernelized elastic net regularization (KENReg) is a kernelization of the well-known elastic net regularization (Zou & Hastieâ€¦Â (More)

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2016

2016

- International Joint Conference on Neural Networksâ€¦
- 2016

In this paper, inspired by sparse principal component analysis (SPCA) via the elastic net regularization, we propose a newâ€¦Â (More)

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2015

2015

- ArXiv
- 2015

We extend previous work on efficiently training linear model s by applying stochastic updates to non-zero features only, lazilyâ€¦Â (More)

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2015

2015

- IEEE Conference on Computer Vision and Patternâ€¦
- 2015

Learning a low-dimensional structure plays an important role in computer vision. Recently, a new family of methods, such as l1â€¦Â (More)

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2014

2014

- Multimedia Tools and Applications
- 2014

Dictionary learning plays a key role in image representation for classification. A multi-modal dictionary is usually learned fromâ€¦Â (More)

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2012

2012

- IEEE Transactions on Neural Networks and Learningâ€¦
- 2012

Elastic-net regularization is a successful approach in statistical modeling. It can avoid large variations which occur inâ€¦Â (More)

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2012

2012

- IJWMIP
- 2012

This paper considers the problem of recovering a low-rank matrix from a small number of measurements consisting of linearâ€¦Â (More)

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Highly Cited

2009

Highly Cited

2009

- J. Complexity
- 2009

Within the framework of statistical learning theory we analyze in detail the so-called elastic-net regularization scheme proposedâ€¦Â (More)

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2009

2009

- 2009

This paper investigates theoretical properties and efficient numerical algorithms for the so-called elastic-net regularizationâ€¦Â (More)

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