SVD-CNN: A Convolutional Neural Network Model with Orthogonal Constraints Based on SVD for Context-Aware Citation Recommendation
Joint Authors
Dai, Tao
Tao, Shaoyu
Shen, Chaoyuan
Zhu, Li
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-10-23
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Context-aware citation recommendation aims to automatically predict suitable citations for a given citation context, which is essentially helpful for researchers when writing scientific papers.
In existing neural network-based approaches, overcorrelation in the weight matrix influences semantic similarity, which is a difficult problem to solve.
In this paper, we propose a novel context-aware citation recommendation approach that can essentially improve the orthogonality of the weight matrix and explore more accurate citation patterns.
We quantitatively show that the various reference patterns in the paper have interactional features that can significantly affect link prediction.
We conduct experiments on the CiteSeer datasets.
The results show that our model is superior to baseline models in all metrics.
American Psychological Association (APA)
Tao, Shaoyu& Shen, Chaoyuan& Zhu, Li& Dai, Tao. 2020. SVD-CNN: A Convolutional Neural Network Model with Orthogonal Constraints Based on SVD for Context-Aware Citation Recommendation. Computational Intelligence and Neuroscience،Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1138771
Modern Language Association (MLA)
Tao, Shaoyu…[et al.]. SVD-CNN: A Convolutional Neural Network Model with Orthogonal Constraints Based on SVD for Context-Aware Citation Recommendation. Computational Intelligence and Neuroscience No. 2020 (2020), pp.1-12.
https://search.emarefa.net/detail/BIM-1138771
American Medical Association (AMA)
Tao, Shaoyu& Shen, Chaoyuan& Zhu, Li& Dai, Tao. SVD-CNN: A Convolutional Neural Network Model with Orthogonal Constraints Based on SVD for Context-Aware Citation Recommendation. Computational Intelligence and Neuroscience. 2020. Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1138771
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1138771