A knowledge-based time-oriented active database approach for intelligent abstraction, querying and continuous monitoring of clinical data

被引:0
|
作者
Spokoiny, A [1 ]
Shahar, Y [1 ]
机构
[1] Ben Gurion Univ Negev, Dept Informat Syst Engn, Med Informat Res Ctr, IL-84105 Beer Sheva, Israel
关键词
temporal reasoning; temporal abstraction; temporal maintenance; temporal mediation; active temporal-abstraction mediation; knowledge-based systems; temporal databases; active databases; time-oriented active databases;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Query and interpretation of time-oriented medical data involves two subtasks: Temporal-reasoning--intelligent analysis of time-oriented data, and temporal-maintenance--effective storage, query, and retrieval of these data. Integration of these tasks into one system, known as temporal-mediator, has been proven to be beneficial to biomedical applications such as monitoring, therapy, quality assessment, visualization and exploration of time-oriented data. One potential problem in existing temporal-mediation approaches is lack of sufficient responsiveness when querying or continuously monitoring the database for complex abstract concepts that are derived from the raw data, especially regarding a large patient group. We propose a new approach: the knowledge-based time-oriented active database, a temporal extension of the active-database concept, and a merger of temporal reasoning and temporal maintenance within a persistent database framework. The approach preserves the efficiency of databases in handling data storage and retrieval, while enabling specification and performance of complex temporal reasoning using an incremental-computation approach. We implemented our approach within the Momentum system. Initial experiments are encouraging; an evaluation is underway.
引用
收藏
页码:84 / 88
页数:5
相关论文
共 23 条
  • [1] Knowledge-based visualization of time-oriented clinical data
    Shahar, Y
    Cheng, C
    [J]. JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 1998, : 155 - 159
  • [2] An active database architecture for knowledge-based incremental abstraction of complex concepts from continuously arriving time-oriented raw data
    Spokoiny, Alex
    Shahar, Yuval
    [J]. JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2007, 28 (03) : 199 - 231
  • [3] An active database architecture for knowledge-based incremental abstraction of complex concepts from continuously arriving time-oriented raw data
    Alex Spokoiny
    Yuval Shahar
    [J]. Journal of Intelligent Information Systems, 2007, 28 : 199 - 231
  • [4] A knowledge-based approach for database flexible querying
    Hachani, N.
    Ounelli, H.
    [J]. SEVENTEENTH INTERNATIONAL CONFERENCE ON DATABASE AND EXPERT SYSTEMS APPLICATIONS, PROCEEDINGS, 2006, : 420 - +
  • [5] A knowledge-based approach to cooperative relational database querying
    Braga, JL
    Laender, AHF
    Vander Ramos, C
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2000, 14 (01) : 73 - 90
  • [6] DISPLAYING CLINICAL-DATA FROM A TIME-ORIENTED DATABASE
    BLUM, RL
    [J]. COMPUTERS IN BIOLOGY AND MEDICINE, 1981, 11 (04) : 197 - 210
  • [7] Knowledge-based approach to fuzzy querying over relational database
    Meng, Xiang-Fu
    Ma, Zong-Min
    Yan, Li
    Zhang, Xiao-Yan
    [J]. Dongbei Daxue Xuebao/Journal of Northeastern University, 2009, 30 (03): : 349 - 353
  • [8] KNOWLEDGE-BASED CLUSTERING APPROACH FOR DATA ABSTRACTION
    SRIDHAR, V
    MURTY, MN
    [J]. KNOWLEDGE-BASED SYSTEMS, 1994, 7 (02) : 103 - 113
  • [9] Evaluation of an architecture for intelligent query and exploration of time-oriented clinical data
    Martins, Susana B.
    Shahar, Yuval
    Goren-Bar, Dina
    Galperin, Maya
    Kaizer, Herbert
    Basso, Lawrence V.
    McNaughton, Deborah
    Goldstein, Mary K.
    [J]. ARTIFICIAL INTELLIGENCE IN MEDICINE, 2008, 43 (01) : 17 - 34
  • [10] Distributed, intelligent, interactive visualization and exploration of time-oriented clinical data and their abstractions
    Shahar, Yuval
    Goren-Bar, Dina
    Boaz, David
    Tahan, Gil
    [J]. ARTIFICIAL INTELLIGENCE IN MEDICINE, 2006, 38 (02) : 115 - 135