Semi-supervised semantic visualization for networked documents

• Main Authors: ZHANG, Delvin Ce, LAUW, Hady W.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Dimensionality reduction; Generative models; Semantic visualization; Topic modeling; Databases and Information Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/6428; https://ink.library.smu.edu.sg/context/sis_research/article/7431/viewcontent/ecmlpkdd21b.pdf
• Institution: Singapore Management University

Semantic interpretability and visual expressivity are important objectives in exploratory analysis of text. On the one hand, while some documents may have explicit categories, we could develop a better understanding of a corpus by studying its finer-grained structures, which may be latent. By inferr...