State-of-the-Art Artificial Intelligence Techniques in Heart Disease Diagnosis

被引:1
|
作者
Nazir, Nahida [1 ]
Rajab, Sharifa [1 ]
Sharma, Vinod [1 ]
机构
[1] Univ Jammu, Jammu, India
关键词
D O I
10.1007/978-981-13-2285-3_76
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Artificial intelligence (AI)-based techniques are gaining tremendous importance and popularity in designing medical diagnostic systems. In this context, various AI techniques like decision trees, Naive Bayes networks including various soft computing techniques like artificial neural networks (ANN), genetic algorithms, and fuzzy-logic-based systems have been predominantly applied in the diagnosis of heart diseases. This paper examines the recent advances in the research based on the application of some of the popular AI techniques in heart disease prediction. Along with each technique the main strengths, limitations, and future directions have been presented.
引用
收藏
页码:651 / 657
页数:7
相关论文
共 50 条
  • [1] ARTIFICIAL INTELLIGENCE-BASED FETAL CONGENITAL HEART DISEASE DIAGNOSTICS: A SURVEY OF STATE-OF-THE-ART TECHNIQUES
    Yuan, Zhao
    Tang, Wei
    Sihan, Fan
    Xinrong, Chen
    Xueqin, Ji
    [J]. JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2023, 23 (08)
  • [2] Artificial intelligence and heart failure: A state-of-the-art review
    Khan, Muhammad Shahzeb
    Arshad, Muhammad Sameer
    Greene, Stephen J.
    Van Spall, Harriette G. C.
    Pandey, Ambarish
    Vemulapalli, Sreekanth
    Perakslis, Eric
    Butler, Javed
    [J]. EUROPEAN JOURNAL OF HEART FAILURE, 2023, 25 (09) : 1507 - 1525
  • [3] Application of artificial intelligence techniques in incremental forming: a state-of-the-art review
    Aniket Nagargoje
    Pavan Kumar Kankar
    Prashant Kumar Jain
    Puneet Tandon
    [J]. Journal of Intelligent Manufacturing, 2023, 34 : 985 - 1002
  • [4] State-of-the-Art Artificial Intelligence Techniques for Distributed Smart Grids: A Review
    Ali, Syed Saqib
    Choi, Bong Jun
    [J]. ELECTRONICS, 2020, 9 (06) : 1 - 28
  • [5] Application of artificial intelligence techniques in incremental forming: a state-of-the-art review
    Nagargoje, Aniket
    Kankar, Pavan Kumar
    Jain, Prashant Kumar
    Tandon, Puneet
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2023, 34 (03) : 985 - 1002
  • [6] A state-of-the-art analysis of pharmacological delivery and artificial intelligence techniques for inner ear disease treatment
    Li, Wanqing
    Zheng, Nan
    Zhou, Qiang
    Alqahtani, Mohammed S.
    Elkamchouchi, Dalia H.
    Zhao, Huajun
    Lin, Sen
    [J]. ENVIRONMENTAL RESEARCH, 2023, 236
  • [7] A state-of-the-art literature survey on artificial intelligence techniques for disassembly sequence planning
    Chand, Mirothali
    Ravi, Chandrasekar
    [J]. CIRP JOURNAL OF MANUFACTURING SCIENCE AND TECHNOLOGY, 2023, 41 : 292 - 310
  • [8] Total Artificial Heart: State-of-the-art
    Petukhov D.S.
    Selishchev S.V.
    Telyshev D.V.
    [J]. Biomedical Engineering, 2015, 49 (4) : 193 - 196
  • [9] Artificial intelligence in gastroenterology: A state-of-the-art review
    Kroner, Paul T.
    Engels, Megan Ml
    Glicksberg, Benjamin S.
    Johnson, Kipp W.
    Mzaik, Obaie
    van Hooft, Jeanin E.
    Wallace, Michael B.
    El-Serag, Hashem B.
    Krittanawong, Chayakrit
    [J]. WORLD JOURNAL OF GASTROENTEROLOGY, 2021, 27 (40) : 6794 - 6824
  • [10] Artificial intelligence in gastroenterology: A state-of-the-art review
    Paul T Kr?ner
    Megan ML Engels
    Benjamin S Glicksberg
    Kipp W Johnson
    Obaie Mzaik
    Jeanin E van Hooft
    Michael B Wallace
    Hashem B El-Serag
    Chayakrit Krittanawong
    [J]. World Journal of Gastroenterology, 2021, 27 (40) : 6794 - 6824