Title
Unimodal regularisation based on beta distribution for deep ordinal regression
Abstract
•Unimodal regularisation for cross-entropy loss using the beta distribution.•Comparison with other regularisation methods based on other distributions.•Ordinal output scheme based on the stick-breaking process.•Application to convolutional neural networks and several benchmark datasets.
Year
DOI
Venue
2022
10.1016/j.patcog.2021.108310
Pattern Recognition
Keywords
DocType
Volume
Ordinal regression,Unimodal distribution,Convolutional network,Beta distribution,Stick-breaking
Journal
122
Issue
ISSN
Citations 
1
0031-3203
0
PageRank 
References 
Authors
0.34
14
3
Name
Order
Citations
PageRank
Víctor Manuel Vargas161.78
Pedro Antonio Gutiérrez243347.30
César Hervás-Martínez379678.92