国外数据科学研究的回顾与展望

被引:27
作者
王曰芬 [1 ]
谢清楠 [2 ]
宋小康 [1 ]
机构
[1] 南京理工大学经济管理学院
[2] 南京理工大学知识产权学院
基金
中央高校基本科研业务费专项资金资助;
关键词
数据科学; 研究现状; 发展趋势; 定量分析; 定性分析; 国外;
D O I
10.13266/j.issn.0252-3116.2016.14.001
中图分类号
TP311.13 [];
学科分类号
1201 ;
摘要
[目的/意义]随着大数据的发展,数据科学已经成为新的研究领域。厘清国外数据科学的发展与研究现状,可为我国今后的研究提供参考与借鉴。[方法/过程]利用Web of Science核心合集数据库对国外有关数据科学的文献进行检索,并对作者、研究方向等外部特征与关键词、主题等内容特征做计量分析;在此基础上,通过逐篇阅读与归类,从数据科学的内涵界定与应用方向两大方面进行综合分析。[结果/结论]最后,结合现有研究面临的问题与解决的方法,对数据科学的未来进行展望。
引用
收藏
页码:5 / 14
页数:10
相关论文
共 18 条
[1]  
A tensor based hyper-heuristic for nurse rostering[J] . Shahriar Asta,Ender ?zcan,Tim Curtois.Knowledge-Based Systems . 2016
[2]  
Degradation of transparent conductive oxides: Interfacial engineering and mechanistic insights[J] . Heather M. Mirletz,Kelly A. Peterson,Ina T. Martin,Roger H. French.Solar Energy Materials and Solar Cells . 2015
[3]  
Computational Intelligence Applications for Data Science[J] . Ronei Marcos de Moraes.Knowledge-Based Systems . 2015
[4]  
A Data Science Course for Undergraduates: Thinking With Data[J] . Ben Baumer.The American Statistician . 2015 (4)
[5]  
Data Science in Statistics Curricula: Preparing Students to?“Think with Data”[J] . J. Hardin,R. Hoerl,Nicholas J. Horton,D. Nolan,B. Baumer,O. Hall-Holt,P. Murrell,R. Peng,P. Roback,D. Temple Lang,M. D. Ward.The American Statistician . 2015 (4)
[6]  
Degradation science: Mesoscopic evolution and temporal analytics of photovoltaic energy materials[J] . Roger H. French,Rudolf Podgornik,Timothy J. Peshek,Laura S. Bruckman,Yifan Xu,Nicholas R. Wheeler,Abdulkerim Gok,Yang Hu,Mohammad A. Hossain,Devin A. Gordon,Pei Zhao,Jiayang Sun,Guo-Qiang Zhang.Current Opinion in Solid State & Materials Scienc . 2015 (4)
[7]   Big Data [J].
Butte, Tul .
AMERICAN JOURNAL OF TRANSPLANTATION, 2015, 15 (07) :1738-1738
[8]  
Exploring the Potential of Predictive Analytics and Big Data in Emergency Care[J] . Alexander T. Janke,Daniel L. Overbeek,Keith E. Kocher,Phillip D. Levy.Annals of Emergency Medicine . 2015
[9]  
Materials Data Science: Current Status and Future Outlook[J] . Surya R. Kalidindi,Marc De Graef.Annual Review of Materials Research . 2015
[10]  
Spatial and temporal epidemiological analysis in the Big Data era[J] . Dirk U. Pfeiffer,Kim B. Stevens.Preventive Veterinary Medicine . 2015