Data-driven Discovery: A New Era of Exploiting the Literature and Data

被引:0
|
作者
Ying Ding [1 ]
Kyle Stirling [1 ]
机构
[1] Department of Information and Library Science,Indiana University
关键词
A New Era of Exploiting the Literature and Data; Data-driven Discovery;
D O I
暂无
中图分类号
G201 [信息理论];
学科分类号
050302 ;
摘要
In the current data-intensive era, the traditional hands-on method of conducting scientific research by exploring related publications to generate a testable hypothesis is well on its way of becoming obsolete within just a year or two. Analyzing the literature and data to automatically generate a hypothesis might become the de facto approach to inform the core research efforts of those trying to master the exponentially rapid expansion of publications and datasets. Here, viewpoints are provided and discussed to help the understanding of challenges of data-driven discovery.
引用
收藏
页码:1 / 9
页数:9
相关论文
共 50 条
  • [41] A Review of Data-Driven Discovery for Dynamic Systems
    North, Joshua S.
    Wikle, Christopher K.
    Schliep, Erin M.
    INTERNATIONAL STATISTICAL REVIEW, 2023, 91 (03) : 464 - 492
  • [42] Data-Driven Discovery of Immune Contexture Biomarkers
    Schwen, Lars Ole
    Andersson, Emilia
    Korski, Konstanty
    Weiss, Nick
    Haase, Sabrina
    Gaire, Fabien
    Hahn, Horst K.
    Homeyer, Andre
    Grimm, Oliver
    FRONTIERS IN ONCOLOGY, 2018, 8
  • [43] Data-driven discovery of partial differential equations
    Rudy, Samuel H.
    Brunton, Steven L.
    Proctor, Joshua L.
    Kutz, J. Nathan
    SCIENCE ADVANCES, 2017, 3 (04):
  • [44] Inductive databases: New concepts for data-driven knowledge discovery processes
    Boulicaut, Jean-Francois
    DATABASES AND INFORMATION SYSTEMS: COMMUNICATIONS, MATERIALS OF DOCTORAL CONSORTIUM, 2006, : 199 - 200
  • [45] Data-driven discovery of formulas by symbolic regression
    Sun, Sheng
    Ouyang, Runhai
    Zhang, Bochao
    Zhang, Tong-Yi
    MRS BULLETIN, 2019, 44 (07) : 559 - 564
  • [46] Data-Driven Domain Discovery for Structured Datasets
    Ota, Masayo
    Mueller, Heiko
    Freire, Juliana
    Srivastava, Divesh
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2020, 13 (07): : 953 - 965
  • [47] QUOTAS: A New Research Platform for the Data-driven Discovery of Black Holes
    Natarajan, Priyamvada
    Tang, Kwok Sun
    McGibbon, Robert
    Khochfar, Sadegh
    Nord, Brian
    Sigurdsson, Steinn
    Tricot, Joe
    Cappelluti, Nico
    George, Daniel
    Hidary, Jack
    ASTROPHYSICAL JOURNAL, 2023, 952 (02):
  • [48] Data-driven discovery of formulas by symbolic regression
    Sheng Sun
    Runhai Ouyang
    Bochao Zhang
    Tong-Yi Zhang
    MRS Bulletin, 2019, 44 : 559 - 564
  • [49] Data-driven discovery of PDEs in complex datasets
    Berg, Jens
    Nystrom, Kaj
    JOURNAL OF COMPUTATIONAL PHYSICS, 2019, 384 : 239 - 252
  • [50] Opportunities and Challenges of Data-Driven Virus Discovery
    Lauber, Chris
    Seitz, Stefan
    BIOMOLECULES, 2022, 12 (08)