STUDENT PERFORMANCE ANALYSIS USING CLUSTERING ALGORITHM

被引:0
|
作者
Singh, Ishwank [1 ]
Sabitha, A. Sai [1 ]
Bansal, Abhay [1 ]
机构
[1] Amity Univ Uttar Pradesh, ASET, CSE, Noida, India
关键词
student performance; cluster analysis; K-means algorithm; data mining; overall performance; silhouette measure;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
University and technical organizations are facing high competition and their challenge is in analyzing their performance. The major challenges are in admission, student placement and in the curriculum. The two most important process during which data's are collected and analyzed are admission and placement. The ranking of the university depends on academic performance and placement of the student. Apart from academic performance there are various other factors which help in understanding the overall performance of the student. In this research work, the data mining technique is used to understand the performance of student and group the students under various categories as a student need to consistently improve to compete in today's world.
引用
收藏
页码:294 / 299
页数:6
相关论文
共 50 条
  • [31] Performance Analysis of Clustering Algorithm in Data Mining in R Language
    Reddy, Avulapalli Jayaram
    Tripathy, Balakrushna
    Nimje, Seema
    Ganga, Gopalam Sree
    Varnasree, Kamireddy
    SOFT COMPUTING SYSTEMS, ICSCS 2018, 2018, 837 : 364 - 372
  • [32] Clustering Analysis of Sports Performance based on Ant Colony Algorithm
    Wang Jian
    Hong Zhi-hua
    Zhou Zhi-yong
    2014 Fifth International Conference on Intelligent Systems Design and Engineering Applications (ISDEA), 2014, : 288 - 291
  • [33] A selection process for genetic algorithm using clustering analysis
    Chehouri A.
    Younes R.
    Khoder J.
    Perron J.
    Ilinca A.
    Chehouri, Adam (adam.chehouri1@uqac.ca), 1600, MDPI AG (10):
  • [34] Student Academic Performance Prediction by using Decision Tree Algorithm
    Hasan, Raza
    Palaniappan, Sellappan
    Raziff, Abdul Rafiez Abdul
    Mahmood, Salman
    Sarker, Kamal Uddin
    2018 4TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCES (ICCOINS), 2018,
  • [35] Using glowworm swarm optimization algorithm for clustering analysis
    Huang Z.
    Zhou Y.
    Journal of Convergence Information Technology, 2011, 6 (02) : 78 - 85
  • [36] Analysis and Implementation of Graph Clustering for Digital News Using Star Clustering Algorithm
    Ahdi, A. B.
    Sw, K. R.
    Herdiani, A.
    1ST INTERNATIONAL CONFERENCE ON COMPUTING AND APPLIED INFORMATICS 2016 : APPLIED INFORMATICS TOWARD SMART ENVIRONMENT, PEOPLE, AND SOCIETY, 2017, 801
  • [37] Clustering Based Sentiment Analysis Using Randomized Clustering Cuckoo Search Algorithm
    Ahmed, Samar H.
    Wassif, Khalid Tawfik
    Nabil, Emad
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2020, 20 (07): : 159 - 166
  • [38] The Analysis of Student Performance Using Data Mining
    Santoso, Leo Willyanto
    Yulia
    ADVANCES IN COMPUTER COMMUNICATION AND COMPUTATIONAL SCIENCES, IC4S 2018, 2019, 924 : 559 - 573
  • [39] Supervised Clustering Algorithm for University Student Learning Algebra
    Yih, Jeng-Ming
    AUTOMATIC MANUFACTURING SYSTEMS II, PTS 1 AND 2, 2012, 542-543 : 1376 - 1379
  • [40] RETRACTED: Predictive analysis of student academic performance and employability chances using HLVQ algorithm (Retracted Article)
    Bhagavan, K. Subhash
    Thangakumar, J.
    Subramanian, D. Venkata
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (03) : 3789 - 3797