Assessing confidence in predictions made by knowledge-based systems

被引:33
|
作者
Judson, Philip N. [1 ]
Stalford, Susanne A. [2 ]
Vessey, Jonathan [2 ]
机构
[1] Heather Lea, Norwood HG3 1TE, Harrogate, England
[2] Lhasa Ltd, Leeds LS2 9HD, W Yorkshire, England
关键词
BIOASSAYS; TOXICITY; PROGRAM;
D O I
10.1039/c2tx20037f
中图分类号
R99 [毒物学(毒理学)];
学科分类号
100405 ;
摘要
A new metric, "veracity", is proposed for assessing the performance of qualitative, reasoning-based prediction systems that takes into account the ability of these systems to express levels of confidence in their predictions. Veracity is shown to be compatible with concordance and it is hoped that it will provide a useful alternative to concordance and other Cooper statistics for the assessment of reasoning-based systems and for comparing them with other types of prediction system. A few datasets for four end points covered by the program, Derek for Windows, have been used to illustrate calculations of veracity. The levels of confidence expressed by Derek for Windows in these examples are shown to carry meaningful information. The approach provides a way of judging how well open predictions ("nothing to report" in Derek for Windows) can support qualified predictions of inactivity.
引用
收藏
页码:70 / 79
页数:10
相关论文
共 50 条
  • [1] Assessing confidence in predictions made by knowledge-based systems (vol 2, pg 70, 2013)
    Judson, Philip N.
    Stalford, Susanne A.
    Vessey, Jonathan
    TOXICOLOGY RESEARCH, 2014, 3 (05) : 400 - 400
  • [2] An interval-valued confidence for inference in hybrid knowledge-based systems
    Ding, Liya
    Lo, Sio-Long
    Smart Innovation, Systems and Technologies, 2015, 30 : 159 - 184
  • [3] DESIGN OF KNOWLEDGE-BASED SYSTEMS WITH A KNOWLEDGE-BASED ASSISTANT
    SCHOEN, E
    SMITH, RG
    BUCHANAN, BG
    IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1988, 14 (12) : 1771 - 1791
  • [4] KNOWLEDGE-BASED SYSTEMS
    BUCHANAN, BG
    BOBROW, D
    DAVIS, R
    MCDERMOTT, J
    SHORTLIFFE, EH
    ANNUAL REVIEW OF COMPUTER SCIENCE, 1989, 4 : 395 - 416
  • [5] KNOWLEDGE-BASED SYSTEMS
    DAVIS, R
    SCIENCE, 1986, 231 (4741) : 957 - 963
  • [6] KNOWLEDGE-BASED SYSTEMS
    TALBOT, A
    RADIATION PROTECTION DOSIMETRY, 1995, 57 (1-4) : 501 - 501
  • [7] COMMUNICATING THE KNOWLEDGE IN KNOWLEDGE-BASED SYSTEMS
    BUTA, P
    SPRINGER, S
    EXPERT SYSTEMS WITH APPLICATIONS, 1992, 5 (3-4) : 389 - 394
  • [8] KNOWLEDGE AND DEVELOPING KNOWLEDGE-BASED SYSTEMS
    Radut, Carmen
    Tenovici, Cristina
    Turmacu, Mihaela
    16TH INTERNATIONAL CONFERENCE THE KNOWLEDGE-BASED ORGANIZATION: ECONOMIC, SOCIAL AND ADMINISTRATIVE APPROACHES TO THE KNOWLEDGE-BASED ORGANIZATION, CONFERENCE PROCEEDINGS 2, 2010, : 435 - 438
  • [9] KNOWLEDGE ACQUISITION FOR KNOWLEDGE-BASED SYSTEMS
    MOTODA, H
    MIZOGUCHI, R
    BOOSE, J
    GAINES, B
    IEEE EXPERT-INTELLIGENT SYSTEMS & THEIR APPLICATIONS, 1991, 6 (04): : 53 - 64
  • [10] Knowledge engineering systems: the state of knowledge-based systems
    Hayer-Roth, Frederick
    Jacobstein, Neil
    Communications of the ACM, 1994, 37 (03): : 27 - 39