Integrated Systems for Computational Scientific Discovery

被引:0
|
作者
Langley, Pat [1 ]
机构
[1] Inst Study Learning & Expertise, 2164 Staunton Court, Palo Alto, CA 94306 USA
关键词
REGULATORY NETWORKS; KNOWLEDGE; AUTOMATION; MODEL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper poses the challenge of developing and evaluating integrated systems for computational scientific discovery. We note some distinguishing characteristics of discovery tasks, examine eight component abilities, review previous successes at partial integration, and consider hurdles the AI research community must leap to transform the vision for integrated discovery into reality. In closing, we discuss promising scientific domains in which to test such computational artifacts.
引用
收藏
页码:22598 / 22606
页数:9
相关论文
共 50 条
  • [1] Building an Integrated Ecosystem of Computational and Observational Facilities to Accelerate Scientific Discovery
    Somnath, Suhas
    Vasudevan, Rama K.
    Jesse, Stephen
    Kalinin, Sergei
    Rao, Nageswara
    Brumgard, Christopher
    Wang, Feiyi
    Kuchar, Olga
    Shankar, Arjun
    Mintz, Ben
    Arenholz, Elke
    Michael, J. Robert
    Oral, Sarp
    DRIVING SCIENTIFIC AND ENGINEERING DISCOVERIES THROUGH THE INTEGRATION OF EXPERIMENT, BIG DATA, AND MODELING AND SIMULATION, 2022, 1512 : 58 - 75
  • [2] Computational Scientific Discovery in Psychology
    Bartlett, Laura K.
    Pirrone, Angelo
    Javed, Noman
    Gobet, Fernand
    PERSPECTIVES ON PSYCHOLOGICAL SCIENCE, 2023, 18 (01) : 178 - 189
  • [3] A Computational Inflection for Scientific Discovery
    Hope, Tom
    Downey, Doug
    Etzioni, Oren
    Weld, Daniel S.
    Horvitz, Eric
    COMMUNICATIONS OF THE ACM, 2023, 66 (08) : 62 - 73
  • [4] The computational support of scientific discovery
    Langley, P
    INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2000, 53 (03) : 393 - 410
  • [5] Towards Simulation-based Robust Computational Scientific Discovery Systems
    Yilmaz, Levent
    Oeren, Tuncer
    Hunt, C. Anthony
    PROCEEDINGS OF THE 2011 SUMMER COMPUTER SIMULATION CONFERENCE, 2011, : 216 - 224
  • [6] Computational discovery of communicable scientific knowledge
    Langley, P
    Shrager, J
    Saito, K
    LOGICAL AND COMPUTATIONAL ASPECTS OF MODEL-BASED REASONING, 2002, 25 : 201 - 225
  • [7] Recent work in computational scientific discovery
    Darden, L
    PROCEEDINGS OF THE NINETEENTH ANNUAL CONFERENCE OF THE COGNITIVE SCIENCE SOCIETY, 1997, : 161 - 166
  • [8] Towards an explanatory and computational theory of scientific discovery
    Chen, Chaomei
    Chen, Yue
    Horowitz, Mark
    Hou, Haiyan
    Liu, Zeyuan
    Pellegrino, Donald
    JOURNAL OF INFORMETRICS, 2009, 3 (03) : 191 - 209
  • [9] A structuralist approach towards computational scientific discovery
    Wajnberg, CD
    Corruble, V
    Ganascia, JG
    Moulines, CU
    DISCOVERY SCIENCE, PROCEEDINGS, 2004, 3245 : 412 - 419
  • [10] UNISON: AN INTEGRATED PLATFORM FOR COMPUTATIONAL BIOLOGY DISCOVERY
    Hart, Reece K.
    Mukhyala, Kiran
    PACIFIC SYMPOSIUM ON BIOCOMPUTING 2009, 2009, : 403 - 414