Topological data analysis helps to improve accuracy of deep learning models for fake news detection trained on very small training sets

• Main Authors: Deng, Ran, Duzhin, Fedor
• Other Authors: School of Physical and Mathematical Sciences
• Format: Article
• Language: English
• Published: 2023
• Subjects: Science::Mathematics; Topological Data Analysis; Persistent Homology;
• Online Access: https://hdl.handle.net/10356/164231
• Institution: Nanyang Technological University

Topological data analysis has recently found applications in various areas of science, such as computer vision and understanding of protein folding. However, applications of topological data analysis to natural language processing remain under-researched. This study applies topological data analysis...