Experiences with prototype designs and retrieval methods in medical Case-Based Reasoning systems

被引:0
|
作者
Schmidt, R
Gierl, L
机构
[1] Univ Rostock, Inst Med Informat & Biometry, D-18055 Rostock, Germany
[2] Robert Gordon Univ, Sch Comp & Math Sci, Aberdeen AB25 1HG, Scotland
来源
关键词
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
In the recent years we have developed three medical Case-Based Reasoning systems for diagnosis of dysmorphic syndromes, for antibiotics therapy advice and for course analysis and prognosis of the kidney function. In this paper we summarise our experience with these medical CBR applications. Special focuses are on the retrieval methods and on the importance and the design of typical cases (prototypes) which we use as a knowledge generalisation step to fill the gap between single cases and general knowledge.
引用
收藏
页码:370 / 381
页数:12
相关论文
共 50 条
  • [41] Integrating a semantic-based retrieval agent into case-based reasoning systems: A case study of an online bookstore
    Chang, Jia Wei
    Lee, Ming Che
    Wang, Tzone I.
    [J]. COMPUTERS IN INDUSTRY, 2016, 78 : 29 - 42
  • [42] Selecting Explanation Methods for Intelligent IoT Systems: A Case-Based Reasoning Approach
    Parejas-Llanovarced, Humberto
    Darias, Jesus M.
    Caro-Martinez, Marta
    Recio-Garciw, Juan A.
    [J]. CASE-BASED REASONING RESEARCH AND DEVELOPMENT, ICCBR 2023, 2023, 14141 : 185 - 199
  • [43] Clustering cases for case-based reasoning systems
    Cheng, CH
    Motwani, J
    Kumar, A
    Jiang, J
    [J]. JOURNAL OF COMPUTER INFORMATION SYSTEMS, 1997, 38 (01) : 30 - 37
  • [44] Case-Based Reasoning for Knowledge Retrieval in new Product Development
    Relich, Marcin
    [J]. PROCEEDINGS OF THE 20TH EUROPEAN CONFERENCE ON KNOWLEDGE MANAGEMENT (ECKM 2019), VOLS 1 AND 2, 2019, : 869 - 876
  • [45] Case-based reasoning and decision support systems
    Babka, O
    Whar, SY
    [J]. 1997 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT PROCESSING SYSTEMS, VOLS 1 & 2, 1997, : 1532 - 1536
  • [46] Case-based reasoning classifier based on learning pseudo metric retrieval
    Yan, Aijun
    Yu, Hang
    Wang, Dianhui
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2017, 89 : 91 - 98
  • [47] Research on method of emergency cases retrieval based on case-based reasoning
    Feng, Chao
    Yang, Naiding
    Lei, Ting
    [J]. 2017 10TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL. 1, 2017, : 83 - 86
  • [48] Incremental learning of retrieval knowledge in a case-based reasoning system
    Perner, P
    [J]. CASE-BASED REASONING RESEARCH AND DEVELOPMENT, PROCEEDINGS, 2003, 2689 : 422 - 436
  • [49] The retrieval process in the SAFRS system with the case-based reasoning approach
    Demigha, Souad
    [J]. ICEIS 2007: PROCEEDINGS OF THE NINTH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS: ARTIFICIAL INTELLIGENCE AND DECISION SUPPORT SYSTEMS, 2007, : 468 - 473
  • [50] Case-Based Reasoning for the Explanation of Intelligent Systems
    [J]. CEUR Workshop Proceedings, 2023, 3438