Student placement;
Academic performance;
Data mining;
EDM;
LVQ;
Classification;
D O I:
10.1007/s12652-019-01674-8
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Educational Data Mining (EDM) uses various data mining tools and methods for different applications in the field of education. EDM applications and techniques follow both pure and practical research objectives to enhance the learning process and to improve and develop learning quality. Educational data mining helps in forecasting the future patterns to make the organizations or institutions provide quality based education to the learners. Educational institutions still struggle with graduation and employment toll. It is an appropriate demonstration of a "surplus of information but a starvation of knowledge". It is essential to identify the prospective ability of student by predicting the present performance by means of earlier period performance and awareness to ensure the student start the career and move ahead in the right path for better quality. This paper presents a novel hybrid algorithm, HLVQ to predict student academic performance and employability chances.
机构:
Wuxi Inst Technol, Sch Internet Things Technol, 1600 West Gaolang Rd, Wuxi 214121, Jiangsu, Peoples R ChinaWuxi Inst Technol, Sch Internet Things Technol, 1600 West Gaolang Rd, Wuxi 214121, Jiangsu, Peoples R China
Wu, Wei
Berestova, Anna
论文数: 0引用数: 0
h-index: 0
机构:
IM Sechenov First Moscow State Med Univ, Sechenov Univ, Dept Pathol Anat, Trubetskaya Str 8-2, Moscow 119991, RussiaWuxi Inst Technol, Sch Internet Things Technol, 1600 West Gaolang Rd, Wuxi 214121, Jiangsu, Peoples R China
Berestova, Anna
Lobuteva, Alisa
论文数: 0引用数: 0
h-index: 0
机构:
IM Sechenov First Moscow State Med Univ, Dept Pharm Org & Econ, Sechenov Univ, Trubetskaya Str 8-2, Moscow 119991, RussiaWuxi Inst Technol, Sch Internet Things Technol, 1600 West Gaolang Rd, Wuxi 214121, Jiangsu, Peoples R China
Lobuteva, Alisa
Stroiteleva, Natalia
论文数: 0引用数: 0
h-index: 0
机构:
IM Sechenov First Moscow State Med Univ, Dept Biol & Gen Genet, Sechenov Univ, Trubetskaya Str 8-2, Moscow 119991, RussiaWuxi Inst Technol, Sch Internet Things Technol, 1600 West Gaolang Rd, Wuxi 214121, Jiangsu, Peoples R China