Optimisation algorithm in health care: review on the State-of-the-Art models

被引:3
|
作者
More, Priyanka Shivaprasad [1 ]
Saini, Baljit Singh [1 ]
Sharma, Rakesh Kumar [2 ]
机构
[1] Lovely Profess Univ, Sch Comp Sci & Engn, Phagwara, India
[2] DY Patil Med Coll, Dept Obstet & Gynecol, Kolhapur, India
关键词
Metaheuristic optimisation algorithm; artificial intelligence; smart healthcare; disease prediction; swarm intelligence; ARTIFICIAL BEE COLONY; FEATURE-SELECTION; CANCER CLASSIFICATION; SWARM OPTIMIZATION; BIG DATA; IOT;
D O I
10.1080/0952813X.2023.2217813
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Humans are affected by some diseases due to ageing, which raises the necessity of effective healthcare operation schemes. Such techniques are necessary to provide efficiently and cost-effectively service to patients at the proper time. The huge knowledge required to process the HC application is obtained from the developed HC technologies. Research has recently shown that artificial intelligence (AI) can facilitate extraordinary performance for various HC applications. However, recently different metaheuristic-based optimisation algorithms have been developed to improve AI-based HC techniques' performance. Therefore, this review discusses different HC models that leverage the benefits of metaheuristic algorithms to achieve better performance. The major goal of this review is to support the researchers seeking a better reference to develop secure and smarter metaheuristic-based HC models. These models are efficient in reducing system complexity by improving efficiency. But in the future, many openings are available to meet such requirements efficient techniques that satisfy all the existing challenges. This developed review has surveyed and summarised different challenges and future directions to understand the available challenges. This research reviews various journal publications based on the metaheuristic approach.es from the recent papers available in standard journals from 2015 to 2021.
引用
收藏
页码:413 / 436
页数:24
相关论文
共 50 条
  • [41] Human Health during Space Travel: State-of-the-Art Review
    Krittanawong, Chayakrit
    Singh, Nitin Kumar
    Scheuring, Richard A. A.
    Urquieta, Emmanuel
    Bershad, Eric M. M.
    Macaulay, Timothy R. R.
    Kaplin, Scott
    Dunn, Carly
    Kry, Stephen F. F.
    Russomano, Thais
    Shepanek, Marc
    Stowe, Raymond P. P.
    Kirkpatrick, Andrew W. W.
    Broderick, Timothy J. J.
    Sibonga, Jean D. D.
    Lee, Andrew G. G.
    Crucian, Brian E. E.
    CELLS, 2023, 12 (01)
  • [42] REVIEW OF THE STATE-OF-THE-ART IN EDUCATION AND TRAINING OF HEALTH INFORMATICS IN EUROPE
    HASMAN, A
    SOSA, M
    COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 1995, 48 (1-2) : 183 - 188
  • [43] Presbylaryngis: a state-of-the-art review
    Mallick, Ali Sameer
    Garas, George
    McGlashan, Julian
    CURRENT OPINION IN OTOLARYNGOLOGY & HEAD AND NECK SURGERY, 2019, 27 (03): : 168 - 177
  • [44] Biodiesel Emissions: A State-of-the-Art Review on Health and Environmental Impacts
    Aljaafari, Abdulelah
    Fattah, I. M. R.
    Jahirul, M., I
    Gu, Yuantong
    Mahlia, T. M., I
    Islam, Md Ariful
    Islam, Mohammad S.
    ENERGIES, 2022, 15 (18)
  • [45] Humanitarian health education and training state-of-the-art: a scoping review
    Bahattab, Awsan
    Trentin, Monica
    Hubloue, Ives
    Della Corte, Francesco
    Ragazzoni, Luca
    FRONTIERS IN PUBLIC HEALTH, 2024, 12
  • [46] CRYPTOGRAPHY - A STATE-OF-THE-ART REVIEW
    MEYER, CH
    VLSI AND COMPUTER PERIPHERALS: VLSI AND MICROELECTRONIC APPLICATIONS IN INTELLIGENT PERIPHERALS AND THEIR INTERCONNECTION NETWORKS, 1989, : D150 - D154
  • [47] Nanocomposites: a state-of-the-art review
    Crainic, N
    Marques, AT
    ADVANCED MATERIALS FORUM I, 2002, 230-2 : 656 - 659
  • [48] Laryngopharyngeal Reflux: A State-of-the-Art Algorithm Management for Primary Care Physicians
    Lechien, Jerome R.
    Saussez, Sven
    Muls, Vinciane
    Barillari, Maria R.
    Chiesa-Estomba, Carlos M.
    Hans, Stephane
    Karkos, Petros D.
    JOURNAL OF CLINICAL MEDICINE, 2020, 9 (11) : 1 - 18
  • [49] Trimebutine: a state-of-the-art review
    Salvioli, Beatrice
    MINERVA GASTROENTEROLOGICA E DIETOLOGICA, 2019, 65 (03) : 229 - 238
  • [50] Gastroschisis: A State-of-the-Art Review
    Bhat, Vishwanath
    Moront, Matthew
    Bhandari, Vineet
    CHILDREN-BASEL, 2020, 7 (12):