Bayesian Classifier Applied to Higher Education Dropout

被引:3
作者
Viloria, Amelec [1 ]
Pineda Lezama, Omar Bonerge [2 ]
Varela, Noel [1 ]
机构
[1] Univ Costa, Cl 58 55-66, Barranquilla 080001, Colombia
[2] Univ Tecnol Cent Amer UNITEC, San Pedro Sula 21101, Honduras
来源
10TH INT CONF ON EMERGING UBIQUITOUS SYST AND PERVAS NETWORKS (EUSPN-2019) / THE 9TH INT CONF ON CURRENT AND FUTURE TRENDS OF INFORMAT AND COMMUN TECHNOLOGIES IN HEALTHCARE (ICTH-2019) / AFFILIATED WORKOPS | 2019年 / 160卷
关键词
Bayesian networks; Bayesian classifier; educational analysis;
D O I
10.1016/j.procs.2019.11.045
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The research proposes a new simple Bayesian classifier (SBND) with Markov from the class variable to a network structure. Experimental tests are carried out by working a dropout analysis on students enrolled in the Faculty of Engineering Sciences of Mumbai University, in India in the period 2017-2018 on the basis of socioeconomic data. The Weka tool is then used to perform the classification and the proposed model is statistically compared with other Bayesian classifiers. (C) 2019 The Authors. Published by Elsevier B.V.
引用
收藏
页码:573 / 577
页数:5
相关论文
共 14 条
[1]  
Abhay K. A., 2015, PUBLISHED EGYPTIAN I, V17, P147
[2]  
[Anonymous], 2004, REDES NEURONAS ARTIF
[3]   Cluster-based outlier detection [J].
Duan, Lian ;
Xu, Lida ;
Liu, Ying ;
Lee, Jun .
ANNALS OF OPERATIONS RESEARCH, 2009, 168 (01) :151-168
[4]  
Haykin S, 2009, NEURAL NETWORKS LEAR
[5]  
Haykin S., 1999, Neural Networks: A Comprehensive Foundation
[6]  
Oviedo B. a., 2015, LAT AM CAR C ENG TEC
[7]   Developing an early warning system to predict currency crises [J].
Sevim, Cuneyt ;
Oztekin, Asil ;
Bali, Ozkan ;
Gumus, Serkan ;
Guresen, Erkam .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2014, 237 (03) :1095-1104
[8]  
Soca Guevara Edelmira Belkis, 2015, RCIM, V7, P122
[9]  
Torres M., 2017, J ENG APPL SCI, V12, P2963
[10]   How does practice improve the skills of medical students during consecutive training courses? [J].
Vanyolos, Erzsebet ;
Furka, Istvan ;
Miko, Iren ;
Viszlai, Aida ;
Nemeth, Norbert ;
Peto, Katalin .
ACTA CIRURGICA BRASILEIRA, 2017, 32 (06) :491-502