Survey of cervical cancer Prediction using Machine Learning: A comparative approach

被引:0
|
作者
Shetty, Akshitha [1 ]
Shah, Vrushika [1 ]
机构
[1] Dwarkadas J Sanghvi Coll Engn, Bombay, Maharashtra, India
关键词
Cervical cancer detection; classification; machine learning; pre-processing;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Cervical cancer is the fourth most frequent cancer in women representing 7.9% of female cancers as stated by the World Health Organization. One of the leading causes of this has been the lack of effective early treatment. Therefore, early detection of cervical cancer is of utmost importance. The asymptomatic nature is the major challenge faced in the diagnosis of cervical cancer in the early stage. Machine learning has been of great help in many medical applications and can be used as a classifier in the early detection of the cancerous cells present in the cervix region of the uterus. In this paper, a survey and analysis of the various machine learning approaches that have been implemented for the diagnosis of cervical cancer is done. The survey paper draws a comparison of the various existing techniques for the prediction of cervical cancer using medical data and points out their advantages and shortcomings.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] EARLY PREDICTION OF CERVICAL CANCER USING MACHINE LEARNING TECHNIQUES
    Al-Batah, Mohammad Subhi
    Alzyoud, Mazen
    Alazaidah, Raed
    Toubat, Malek
    Alzoubi, Haneen
    Olaiyat, Areej
    [J]. JORDANIAN JOURNAL OF COMPUTERS AND INFORMATION TECHNOLOGY, 2022, 8 (04): : 357 - 369
  • [2] Survey of Stock Market Prediction Using Machine Learning Approach
    Sharma, Ashish
    Bhuriya, Dinesh
    Singh, Upendra
    [J]. 2017 INTERNATIONAL CONFERENCE OF ELECTRONICS, COMMUNICATION AND AEROSPACE TECHNOLOGY (ICECA), VOL 2, 2017, : 506 - 509
  • [3] Prediction of Cancer Disease using Machine learning Approach
    Shaikh, F. J.
    Rao, D. S.
    [J]. MATERIALS TODAY-PROCEEDINGS, 2022, 50 : 40 - 47
  • [4] PREDICTION OF LUNG CANCER USING MACHINE LEARNING TECHNIQUE: A SURVEY
    Kumar, M. Siddardha
    Rao, K. Venkata
    [J]. 2021 INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND INFORMATICS (ICCCI), 2021,
  • [5] The Application of Machine Learning in Cervical Cancer Prediction
    Yin, Qihui
    [J]. PROCEEDINGS OF 2021 6TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING TECHNOLOGIES (ICMLT 2021), 2021, : 12 - 19
  • [6] Performance of machine learning algorithms for lung cancer prediction: a comparative approach
    Maurya, Satya Prakash
    Sisodia, Pushpendra Singh
    Mishra, Rahul
    Singh, Devesh Pratap
    [J]. SCIENTIFIC REPORTS, 2024, 14 (01):
  • [7] Cervical Cancer Classification Using Combined Machine Learning and Deep Learning Approach
    Alquran, Hiam
    Mustafa, Wan Azani
    Abu Qasmieh, Isam
    Yacob, Yasmeen Mohd
    Alsalatie, Mohammed
    Al-Issa, Yazan
    Alqudah, Ali Mohammad
    [J]. CMC-COMPUTERS MATERIALS & CONTINUA, 2022, 72 (03): : 5117 - 5134
  • [8] Breast Cancer Prediction: A Comparative Study Using Machine Learning Techniques
    Islam M.M.
    Haque M.R.
    Iqbal H.
    Hasan M.M.
    Hasan M.
    Kabir M.N.
    [J]. SN Computer Science, 2020, 1 (5)
  • [9] Prediction of Cervical Cancer from Behavior Risk Using Machine Learning Techniques
    Akter L.
    Ferdib-Al-Islam
    Islam M.M.
    Al-Rakhami M.S.
    Haque M.R.
    [J]. SN Computer Science, 2021, 2 (3)
  • [10] Cervical Cancer Prediction Empowered with Federated Machine Learning
    Nasir, Muhammad Umar
    Khalil, Omar Kassem
    Ateeq, Karamath
    Almogadwy, Bassam SaleemAllah
    Khan, M. A.
    Adnan, Khan Muhammad
    [J]. CMC-COMPUTERS MATERIALS & CONTINUA, 2024, 79 (01): : 963 - 981