نتایج جستجو برای: ordinal regression

تعداد نتایج: 322949  

Journal: :IEEE Transactions on Neural Networks and Learning Systems 2020

Journal: :Journal of the American Statistical Association 2018

Journal: :Journal of the Korean Data and Information Science Society 2012

Journal: :Pattern Recognition 2022

Currently, the use of deep learning for solving ordinal classification problems, where categories follow a natural order, has not received much attention. In this paper, we propose an unimodal regularisation based on beta distribution applied to cross-entropy loss. This encourages labels be soft distribution, more appropriate problems. Given that two parameters must adjusted, method automatical...

Journal: :IEICE Transactions on Information and Systems 2023

Ordinal regression is used to classify instances by considering ordinal relation between labels. Existing methods tend decrease the accuracy when they adhere preservation of relation. Therefore, we propose a distributional knowledge-based network (DK-net) that considers while maintaining high accuracy. DK-net focuses on image datasets. However, in industrial applications, one can find not only ...

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