AALIM: Multimodal Mining for Cardiac Decision Support

被引:14
|
作者
Syeda-Mahmood, T. [1 ]
Wang, F. [1 ]
Beymer, D. [1 ]
Amir, A. [1 ]
Richmond, M. [1 ]
Hashmi, S. N. [1 ]
机构
[1] IBM Corp, Almaden Res Ctr, San Jose, CA 95120 USA
来源
关键词
D O I
10.1109/CIC.2007.4745458
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Diagnostic decision support is still very much an art for physicians in their practices today due to lack of quantitative tools. AALIM is a decision support system for cardiology that exploits the consensus opinions of other physicians who have looked at similar patients, to present statistical reports summarizing possible diagnoses. The key idea behind our statistical decision support system is the search for similar patients based on the underlying multimodal data. In this paper, we describe the AALIM decision support system and the underlying multimodal similarity search used for cardiac data sets.
引用
收藏
页码:209 / 212
页数:4
相关论文
共 50 条
  • [1] AALIM: A Cardiac Clinical Decision Support System Powered By Advanced Multi-modal Analytics
    Amir, Arnon
    Beymer, David
    Grace, Julia
    Greenspan, Hayit
    Gruhl, Daniel
    Hobbs, Allen
    Pohl, Kilian
    Syeda-Mahmood, Tanveer
    Terdiman, Joseph
    Wang, Fei
    MEDINFO 2010, PTS I AND II, 2010, 160 : 846 - 850
  • [2] DECISION SUPPORT SYSTEM TO SUPPORT DECISION PROCESSES WITH DATA MINING
    Rupnik, Rok
    Kukar, Matjaz
    JOURNAL OF INFORMATION AND ORGANIZATIONAL SCIENCES, 2007, 31 (01) : 217 - 232
  • [3] Data mining for decision support
    Hong, SJ
    CRITICAL TECHNOLOGY: PROCEEDINGS OF THE THIRD WORLD CONGRESS ON EXPERT SYSTEMS, VOLS I AND II, 1996, : 1 - 2
  • [4] Decision support for data mining
    Nance, KL
    SIMULATORS INTERNATIONAL XIV, 1997, 29 (03): : 262 - 265
  • [5] Mining, knowledge and decision support
    Finlay, Dewar D.
    Nugent, Chris D.
    Wang, Haiying
    Donnelly, Mark P.
    McCullagh, Paul J.
    TECHNOLOGY AND HEALTH CARE, 2010, 18 (06) : 429 - 441
  • [6] Data mining for decision support
    Rajagopalan, B
    Sarathy, R
    Krovi, R
    ASSOCIATION FOR INFORMATION SYSTEMS PROCEEDINGS OF THE AMERICAS CONFERENCE ON INFORMATION SYSTEMS, 1998, : 200 - 200
  • [7] DMDSS: Data mining based decision support system to integrate data mining and decision support
    Rupnik, Rok
    Kukar, Matjaz
    Bajec, Marko
    Krisper, Marjan
    ITI 2006: PROCEEDINGS OF THE 28TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY INTERFACES, 2006, : 225 - +
  • [8] Integrating data mining and decision support through data mining based decision support system
    Rupnik, Rok
    Kukar, Matjaz
    Krisper, Marjan
    JOURNAL OF COMPUTER INFORMATION SYSTEMS, 2007, 47 (03) : 89 - 104
  • [9] A Decision Support System for Multimodal Logistic Management
    Fanti, M.
    Iacobellis, G.
    Ukovich, W.
    2015 INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2015, : 63 - 68
  • [10] Prediction of postoperative cardiac events in multiple surgical cohorts using a multimodal and integrative decision support system
    Renaid B. Kim
    Olivia P. Alge
    Gang Liu
    Ben E. Biesterveld
    Glenn Wakam
    Aaron M. Williams
    Michael R. Mathis
    Kayvan Najarian
    Jonathan Gryak
    Scientific Reports, 12