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科学的下一件大事

The Next Big Thing In Science
课程网址: http://videolectures.net/sikdd2019_mladenic_grobelnik_next_big_th...  
主讲教师: Adrian Mladenic Grobelnik
开课单位: Jožef Stefan研究所人工智能实验室
开课时间: 2019-11-14
课程语种: 英语
中文简介:
本文提出了一种根据过去两个世纪的科学出版物预测科学研究未来发展的方法。我们已将机器学习方法应用于科学出版物的Microsoft Academic Graph数据集。我们的实验结果表明,与前10年相比,过去5年中话题频率显著增加,取得了最佳表现。在这种情况下,我们的模型达到了74.3的精度,召回率为71.7,F1为73.0。我们的模型认为有前景的一些主题是:质子-质子碰撞,希格斯玻色子,夸克,强子,移动增强现实,可变量子,分子动力学模拟,强子终态,寻找暗物质
课程简介: This paper presents an approach to predicting the future development of scientific research based on scientific publications from the past two centuries. We have applied machine learning methods on the Microsoft Academic Graph dataset of scientific publications. Our experimental results show that the best performance is obtained for a noticeable increase of the topic frequency in the last 5 years compared to the previous 10 years. In this case, our model achieves precision of 74.3, recall of 71.7 and F1 of 73.0. Some topics that our model identified as promising are: proton proton collisions, higgs boson, quark, hadron, mobile augmented reality, variable quantum, molecular dynamics simulations, hadronic final states, search for dark matter
关 键 词: 数据挖掘; 人工智能; 科学的下一件大事
课程来源: 视频讲座网
数据采集: 2022-09-14:cyh
最后编审: 2022-09-19:cyh
阅读次数: 20