Towards effective neural topic modeling

• Main Author: Wu, Xiaobao
• Other Authors: Luu Anh Tuan
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Computer and Information Science; Neural networks; Deep learning; Topic model; Text mining; Variational autoEncoder
• Online Access: https://hdl.handle.net/10356/181934
• Institution: Nanyang Technological University

Over the past few decades, the world has witnessed an unprecedented explosion of information. Of these, a substantial portion consists of unlabeled textual data, such as tweets, news articles, product reviews, and web snippets. As labeling is extremely expensive, time-consuming, and sometimes biase...