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Knowledge Mining: A Cross-disciplinary Survey
Yong Rui; Vicente Ivan Sanchez Carmona; Mohsen Pourvali; Yun Xing; Wei-Wen Yi; Hui-Bin Ruan; Yu Zhang
发表期刊Machine Intelligence Research
ISSN2731-538X
2022
卷号19期号:2页码:89-114
摘要

Knowledge mining is a widely active research area across disciplines such as natural language processing (NLP), data mining (DM), and machine learning (ML). The overall objective of extracting knowledge from data source is to create a structured representation that allows researchers to better understand such data and operate upon it to build applications. Each mentioned discipline has come up with an ample body of research, proposing different methods that can be applied to different data types. A significant number of surveys have been carried out to summarize research works in each discipline. However, no survey has presented a cross-disciplinary review where traits from different fields were exposed to further stimulate research ideas and to try to build bridges among these fields. In this work, we present such a survey.

关键词Knowledge mining knowledge extraction information extraction association rule interpretability
DOI10.1007/s11633-022-1323-6
七大方向——子方向分类其他
国重实验室规划方向分类其他
是否有论文关联数据集需要存交
中文导读https://mp.weixin.qq.com/s/kHu5knclT85m-YbcCPFytA
视频解析https://www.bilibili.com/video/BV14U4y117KJ/
引用统计
被引频次:4[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/55935
专题学术期刊_Machine Intelligence Research
作者单位Lenovo Research, Beijing 100094, China
推荐引用方式
GB/T 7714
Yong Rui,Vicente Ivan Sanchez Carmona,Mohsen Pourvali,et al. Knowledge Mining: A Cross-disciplinary Survey[J]. Machine Intelligence Research,2022,19(2):89-114.
APA Yong Rui.,Vicente Ivan Sanchez Carmona.,Mohsen Pourvali.,Yun Xing.,Wei-Wen Yi.,...&Yu Zhang.(2022).Knowledge Mining: A Cross-disciplinary Survey.Machine Intelligence Research,19(2),89-114.
MLA Yong Rui,et al."Knowledge Mining: A Cross-disciplinary Survey".Machine Intelligence Research 19.2(2022):89-114.
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