Medical Data Mining Using Different Classification and Clustering Techniques: A Critical Survey

被引：8
|
作者：
Sharma, Richa [1 ]
Singh, Shailendra Narayan [1 ]
Khatri, Sujata [2 ]
机构：
[1] Amity Univ, ASET, Noida, Uttar Pradesh, India
[2] Univ Delhi, Deen Dayal Upadhyay Coll, Delhi 110007, India
来源：
2016 SECOND INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE & COMMUNICATION TECHNOLOGY (CICT) | 2016年
关键词：
Data Mining; Classification; Clustering; Heart Disease Diagnosis; Cancer Diagnosis; Data Mining Tools;
D O I：
10.1109/CICT.2016.142
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
One of the applications of data mining is disease diagnosis for this purpose one needs medical dataset to identify hidden patterns and finally extracts useful knowledge from medical database. Recently, researchers have used different classification and clustering algorithms for diagnosing diseases. This paper provides survey on two different complex diseases which includes the heart disease and Cancer disease, paper critically observed the existing literature work to find out significant knowledge in this area and summarized different approaches used in disease diagnosing, further discussed about the tools available for processing and classification of data.
引用
收藏
页码：687 / 691
页数：5
相关论文
共 50 条
  • [31] Big Data Analytics Using Data Mining Techniques: A Survey
    Mittal, Shweta
    Sangwan, Om Prakash
    ADVANCED INFORMATICS FOR COMPUTING RESEARCH, ICAICR 2018, PT I, 2019, 955 : 264 - 273
  • [32] The Survey on Approaches to Efficient Clustering and Classification Analysis of Big Data
    Gandhi, Bhagyashri S.
    Deshpande, Leena A.
    2016 INTERNATIONAL CONFERENCE ON COMPUTING COMMUNICATION CONTROL AND AUTOMATION (ICCUBEA), 2016,
  • [33] A critical survey of data grid replication strategies based on data mining techniques
    Hamrouni, Tarek
    Slimani, Sarra
    Ben Charrada, Faouzi
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2015 COMPUTATIONAL SCIENCE AT THE GATES OF NATURE, 2015, 51 : 2779 - 2788
  • [34] Classification of Product Rating Using Data Mining Techniques
    Nath, Pinku Deb
    Das, Sowvik Kanti
    Islam, Fabiha Nazmi
    Tahmid, Kifayat
    Shanto, Raufir Ahmed
    Rahman, Rashedur M.
    ADVANCED TOPICS IN INTELLIGENT INFORMATION AND DATABASE SYSTEMS, 2017, 710 : 27 - 36
  • [35] Vehicle Image Classification Using Data Mining Techniques
    Suguitan, Agnes S.
    Dacaymat, Lucille N.
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (CSSE 2019), 2019,
  • [36] Clustering and Classification of Red Wines According to Physical-Chemical Properties Using Data Mining Methods
    Bondarev, N. V.
    RUSSIAN JOURNAL OF GENERAL CHEMISTRY, 2023, 93 (09) : 2325 - 2339
  • [37] Clustering and Classification of Red Wines According to Physical-Chemical Properties Using Data Mining Methods
    N. V. Bondarev
    Russian Journal of General Chemistry, 2023, 93 : 2325 - 2339
  • [38] Disease Prediction System using Data Mining Techniques based on Classification Mechanism: Survey Study
    Al-Asiri, Muhammad bin Qasim
    Al-Asmari, Ashwaq Ayed
    JOURNAL OF PIONEERING MEDICAL SCIENCES, 2024, 13 (04): : 25 - 31
  • [39] USING VISUAL DATA MINING TECHNIQUES IN CLUSTERING ANALYSIS AND AN APPLICATION
    Vatansever, Metin
    Buyuklu, Ali Hakan
    SIGMA JOURNAL OF ENGINEERING AND NATURAL SCIENCES-SIGMA MUHENDISLIK VE FEN BILIMLERI DERGISI, 2009, 27 (02): : 83 - 104
  • [40] Applications of Clustering Techniques in Data Mining: A Comparative Study
    Faizan, Muhammad
    Zuhairi, Megat F.
    Ismail, Shahrinaz
    Sultan, Sara
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2020, 11 (12) : 146 - 153
12345