A Method of Biomedical Knowledge Discovery by Literature Mining Based on SPO Predications: A Case Study of Induced Pluripotent Stem Cells | |
Hu ZY(胡正银)1; Ceng RQ(曾荣强)1,2; Tan XC(覃筱楚)3; Wei L(隗玲)1; Zhang ZQ(张志强)1 | |
2018-07 | |
会议日期 | July 15-19, 2018 |
会议地点 | New York, NY, USA |
关键词 | Biomedical Knowledge Discovery Spo Induced Pluripotent Stem Cells Semantic Relation Network Community Detection |
DOI | https://doi.org/10.1007/978-3-319-96133-0_29 |
英文摘要 | A large amount of valuable knowledge is hidden in the vast biomedical literatures, publications, and online contents. In order to identify the previously unknown biomedical knowledge from these resources, we propose a new method of knowledge discovery based on SPO predications, which constructs a three-level SPO-semantic relation network in the considered area. We carry out the experiments in the area of induced pluripotent stem cells, and the experimental results indicate that our proposed method can significantly discover the potential biomedical knowledge in this area, and the performance analysis of this method sheds lights on the ways to further improvements. |
会议录 | Machine Learning and Data Mining in Pattern Recognition. MLDM 2018 |
会议录出版者 | Springer, Cham |
学科主题 | 情报技术 |
语种 | 英语 |
URL标识 | 查看原文 |
内容类型 | 会议论文 |
源URL | [http://ir.las.ac.cn/handle/12502/9796] |
专题 | 文献情报中心_中国科学院成都文献情报中心_信息技术部 |
作者单位 | 1.中国科学院成都文献情报中心 2.西南交通大学 3.中国科学院广州生物医药与健康研究院 |
推荐引用方式 GB/T 7714 | Hu ZY,Ceng RQ,Tan XC,et al. A Method of Biomedical Knowledge Discovery by Literature Mining Based on SPO Predications: A Case Study of Induced Pluripotent Stem Cells[C]. 见:. New York, NY, USA. July 15-19, 2018. |
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