Evidence Maximization Technique for Training of Elastic Nets

Joint Authors

Dubnov, Igor
Merkov, Alexander
Arlazarov, Vladimir
Nikolaev, Ilia

Source

Journal of Optimization

Issue

Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-7, 7 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2016-06-30

Country of Publication

Egypt

No. of Pages

7

Main Subjects

Mathematics

Abstract EN

This paper presents a technique of evidence maximization for automatic tuning of regularization parameters of elastic nets, which allows tuning many parameters simultaneously.

This technique was applied to handwritten digit recognition.

Experiments showed its ability to train either models with high accuracy of recognition or highly sparse models with reasonable accuracy.

American Psychological Association (APA)

Dubnov, Igor& Merkov, Alexander& Arlazarov, Vladimir& Nikolaev, Ilia. 2016. Evidence Maximization Technique for Training of Elastic Nets. Journal of Optimization،Vol. 2016, no. 2016, pp.1-7.
https://search.emarefa.net/detail/BIM-1110144

Modern Language Association (MLA)

Dubnov, Igor…[et al.]. Evidence Maximization Technique for Training of Elastic Nets. Journal of Optimization No. 2016 (2016), pp.1-7.
https://search.emarefa.net/detail/BIM-1110144

American Medical Association (AMA)

Dubnov, Igor& Merkov, Alexander& Arlazarov, Vladimir& Nikolaev, Ilia. Evidence Maximization Technique for Training of Elastic Nets. Journal of Optimization. 2016. Vol. 2016, no. 2016, pp.1-7.
https://search.emarefa.net/detail/BIM-1110144

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1110144