Evidence Maximization Technique for Training of Elastic Nets
Joint Authors
Dubnov, Igor
Merkov, Alexander
Arlazarov, Vladimir
Nikolaev, Ilia
Source
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
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