Artificial neural networks as clinical decision support systems

被引:8
|
作者
Shafi, Imran [1 ]
Ansari, Sana [1 ]
Din, Sadia [2 ]
Jeon, Gwanggil [3 ]
Paul, Anand [4 ]
机构
[1] Natl Univ Sci & Technol NUST, Coll Elect & Mech Engn CEME, Islamabad, Pakistan
[2] Yeungnam Univ, Dept Informat & Commun Engn, Gyongsan 38541, South Korea
[3] Incheon Natl Univ, Dept Embedded Syst Engn, Incheon, South Korea
[4] Kyungpook Natl Univ, Sch Comp Sci & Engn, Daegu, South Korea
来源
关键词
artificial neural networks; back‐ propagation; clinical decision system; cloud computing; GRAFT-SURVIVAL; DIAGNOSIS; CLASSIFICATION; PREDICTION; MODEL; CANCER; SEGMENTATION;
D O I
10.1002/cpe.6342
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In the last decade, artificial intelligent systems based on neural networks have gradually become primary source for clinical decision support systems (CDSS) and are being used in diverse areas of medical diagnosis, classification, and prediction. An artificial neural network (ANN) consists of a large number of processing units which performs the computation in a parallel and distributed environment. They learn the pattern from the examples provided to it and then generalize based on the concepts they have learned while training. This paper presents a review of the current status of ANN and its variants as CDSS in various medical disciplines. The work focuses and describes the methods making use of simple ANN and use of real-time approaches based on big data using ANN in cloud computing environment for various medical applications. Critical analysis of various methods based on smart approaches indicates that feed-forward back propagation ANN performs sufficiently better in the domain of medicines with a high degree of accuracy.
引用
收藏
页数:29
相关论文
共 50 条
  • [1] Improving the efficiency and effectiveness of artificial neural networks as clinical decision-support systems
    Frize, M
    Ennett, CM
    Hebert, P
    [J]. MEDINFO 2001: PROCEEDINGS OF THE 10TH WORLD CONGRESS ON MEDICAL INFORMATICS, PTS 1 AND 2, 2001, 84 : 574 - 574
  • [2] Clinical decision support systems for intensive care units: using artificial neural networks
    Frize, M
    Ennett, CM
    Stevenson, M
    Trigg, HCE
    [J]. MEDICAL ENGINEERING & PHYSICS, 2001, 23 (03) : 217 - 225
  • [3] ARTIFICIAL NEURAL NETWORKS FOR DECISION-SUPPORT IN CLINICAL MEDICINE
    FORSSTROM, JJ
    DALTON, KJ
    [J]. ANNALS OF MEDICINE, 1995, 27 (05) : 509 - 517
  • [4] Improving the potential clinical significance of decision-support systems using artificial neural networks
    Frize, M
    Ennett, CM
    [J]. JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2000, : 1011 - 1011
  • [5] ARTIFICIAL NEURAL NETWORKS WITHIN MEDICAL DECISION-SUPPORT SYSTEMS
    SHARPE, PK
    CALEB, P
    [J]. SCANDINAVIAN JOURNAL OF CLINICAL & LABORATORY INVESTIGATION, 1994, 54 : 3 - 11
  • [6] WSES project on decision support systems based on artificial neural networks in emergency surgery
    Andrey Litvin
    Sergey Korenev
    Sophiya Rumovskaya
    Massimo Sartelli
    Gianluca Baiocchi
    Walter L. Biffl
    Federico Coccolini
    Salomone Di Saverio
    Michael Denis Kelly
    Yoram Kluger
    Ari Leppäniemi
    Michael Sugrue
    Fausto Catena
    [J]. World Journal of Emergency Surgery, 16
  • [7] WSES project on decision support systems based on artificial neural networks in emergency surgery
    Litvin, Andrey
    Korenev, Sergey
    Rumovskaya, Sophiya
    Sartelli, Massimo
    Baiocchi, Gianluca
    Biffl, Walter L.
    Coccolini, Federico
    Di Saverio, Salomone
    Kelly, Michael Denis
    Kluger, Yoram
    Leppaniemi, Ari
    Sugrue, Michael
    Catena, Fausto
    [J]. WORLD JOURNAL OF EMERGENCY SURGERY, 2021, 16 (01)
  • [8] Artificial Neural Networks as a Decision Support Tool in Curriculum Development
    Kaya, Irem Ersoz
    [J]. INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2019, 28 (04)
  • [9] Outstanding issues for clinical decision support with neural networks
    Lisboa, PJG
    Vellido, A
    Wong, H
    [J]. ARTIFICIAL NEURAL NETWORKS IN MEDICINE AND BIOLOGY, 2000, : 63 - 71
  • [10] Artificial intelligence in clinical decision support systems for oncology
    Wang, Lu
    Chen, Xinyi
    Zhang, Lu
    Li, Long
    Huang, YongBiao
    Sun, Yinan
    Yuan, Xianglin
    [J]. INTERNATIONAL JOURNAL OF MEDICAL SCIENCES, 2023, 20 (01): : 79 - 86