TY - GEN
T1 - A Proposed Method of Literature Analysis Based on Natural Language Processing and Network Analysis
AU - Jiang, Yunqing
AU - Pang, Patrick Cheong Iao
AU - Ang, Wen Wei
AU - Lau, Ying
N1 - Publisher Copyright:
© 2022 ACM.
PY - 2022/12/23
Y1 - 2022/12/23
N2 - The number of scientific publications is increasing each year, and researchers' demand for literature analysis is also growing. This study aims to propose a computer-aided literature analysis method based on natural language processing technology. Our seven-step method includes the tasks of literature search, data preprocessing, word frequency calculation, word extraction, word labeling, co-word analysis, and network visualization. Demonstrated with an empirical study for exploring the development of artificial intelligence in a medical area, this method can produce data and visualizations that help researchers to explore literature content based on their research objectives.
AB - The number of scientific publications is increasing each year, and researchers' demand for literature analysis is also growing. This study aims to propose a computer-aided literature analysis method based on natural language processing technology. Our seven-step method includes the tasks of literature search, data preprocessing, word frequency calculation, word extraction, word labeling, co-word analysis, and network visualization. Demonstrated with an empirical study for exploring the development of artificial intelligence in a medical area, this method can produce data and visualizations that help researchers to explore literature content based on their research objectives.
KW - data visualization
KW - literature analysis
KW - natural language processing
UR - http://www.scopus.com/inward/record.url?scp=85152144974&partnerID=8YFLogxK
U2 - 10.1145/3582197.3582202
DO - 10.1145/3582197.3582202
M3 - Conference contribution
AN - SCOPUS:85152144974
T3 - ACM International Conference Proceeding Series
SP - 29
EP - 35
BT - Proceedings of the 2022 10th International Conference on Information Technology
PB - Association for Computing Machinery
T2 - 10th International Conference on Information Technology: IoT and Smart City, ICIT 2022
Y2 - 23 December 2022 through 26 December 2022
ER -