Automating Lexicon Generation: A Comprehensive Review of Alternative Approaches

• Published in: Procedia computer science Vol. 225; pp. 1142 - 1150
• Main Authors: Ghali, Julien Pierre Edmond, Inuzuka, Nobuhiro, Shima, Kosuke, Moriyama, Koichi, Mutoh, Atsuko
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 2023
• Subjects: document classification; lexicon generation; machine learning; natural language processing (NLP); semantic; topic modeling; transformers; semantic; natural language processing (NLP); transformers; lexicon generation; topic modeling; document classification; machine learning

Lexicon-based approaches to Document Classification are widely used, but the manual construction of lexicons can be time-consuming and resource-intensive. In this paper, we propose methods for automating the generation of lexicons later used for Document Classification. We explored diverse methods f...