ARTS: autonomous research topic selection system using word embeddings and network analysis

• Published in: Machine learning: science and technology Vol. 3; no. 2; pp. 25005 - 25018
• Main Authors: Teruya, Eri, Takeuchi, Tadashi, Morita, Hidekazu, Hayashi, Takayuki, Ono, Kanta
• Format: Journal Article
• Language: English
• Published: Bristol IOP Publishing 01.06.2022
• Subjects: Artificial intelligence; information extraction; materials informatics; Materials science; natural language processing; Network analysis; relation extraction; text mining; word embedding

The materials science research process has become increasingly autonomous due to the remarkable progress in artificial intelligence. However, autonomous research topic selection (ARTS) has not yet been fully explored due to the difficulty of estimating its promise and the lack of previous research....