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Applications of Supervised Machine Learning in Autism Spectrum Disorder Research: a Review. REVIEW JOURNAL OF AUTISM AND DEVELOPMENTAL DISORDERS 2019. [DOI: 10.1007/s40489-019-00158-x] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
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Gong L, Yang R, Liu Q, Dong Z, Chen H, Yang G. A Dictionary-Based Approach for Identifying Biomedical Concepts. INT J PATTERN RECOGN 2017. [DOI: 10.1142/s021800141757004x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
In this research, we provided a dictionary-based approach for identifying biomedical concepts from the literature. The approach first crawled experimental corpus by E-utilities and built a concept dictionary. Then, we developed an algorithm called Variable-step Window Identification Algorithm (VWIA) for matching biomedical concepts based on preprocessing, POS tagging and the formation of phrase block. The approach could identify embedded biomedical concepts and new concepts, which could identify concepts more completely. The proposed approach obtain 95.0% F-measure overall for the test dataset. Thus, it is promising for the method of biomedical text mining.
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Affiliation(s)
- Lejun Gong
- Jiangsu Key Lab of Big Data Security and Intelligent Processing, Jiangsu High Technology Research Key Lab for Wireless Sensor Networks, College of Computer Science & Technology, Nanjing University of Posts and Telecommunications, Nanjing, 210003, P. R. China
| | - Ronggen Yang
- College of Intelligent Science and Control Engineering, Jinling Institute of Technology, Nanjing, 211169, P. R. China
| | - Quan Liu
- Jiangsu Key Lab of Big Data Security and Intelligent Processing, Jiangsu High Technology Research Key Lab for Wireless Sensor Networks, College of Computer Science & Technology, Nanjing University of Posts and Telecommunications, Nanjing, 210003, P. R. China
| | - Zhenjiang Dong
- Zhongxing Telecommunication Equipment Corporation, Shenzhen, 518057, P. R. China
| | - Hong Chen
- Zhongxing Telecommunication Equipment Corporation, Shenzhen, 518057, P. R. China
| | - Geng Yang
- Jiangsu Key Lab of Big Data Security and Intelligent Processing, Jiangsu High Technology Research Key Lab for Wireless Sensor Networks, College of Computer Science & Technology, Nanjing University of Posts and Telecommunications, Nanjing, 210003, P. R. China
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