论文信息 - Employing Bayes Classifier for Improving Learner's Proficiency

Employing Bayes Classifier for Improving Learner's Proficiency

Improving learner's proficiency is a continuous issue in e-Learning systems. This paper presents a solution for advising the learner regarding the resources he should access and study in order to obtain a required proficiency level. The solution uses a Naive Bayes as classification algorithm with input data represented by learner's performed activities. The performed activities are logged and used as training and testing data. The obtained classifier is used for new students and provides them with necessary information regarding what resources need to access and study.

[1] Ian H. Witten,et al. WEKA: a machine learning workbench , 1994, Proceedings of ANZIIS '94 - Australian New Zealnd Intelligent Information Systems Conference.

[2] Ian H. Witten,et al. Applying a Machine Learning Workbench: Experience with Agricultural Databases , 1996 .

[3] Ian H. Witten,et al. Data mining: practical machine learning tools and techniques with Java implementations , 2002, SGMD.

[4] Ian H. Witten,et al. Data mining: practical machine learning tools and techniques, 3rd Edition , 1999 .

[5] João Gama,et al. An Adaptive Predictive Model for Student Modeling , 2006 .

[6] Thomas G. Dietterich. What is machine learning? , 2020, Archives of Disease in Childhood.

[7] Leonard E. Trigg,et al. Technical Note: Naive Bayes for Regression , 2000, Machine Learning.

[8] Leonard E. Trigg,et al. Naive Bayes for regression , 1998 .

[9] Mehran Sahami,et al. Learning Limited Dependence Bayesian Classifiers , 1996, KDD.

[10] Paul N. Bennett. Assessing the Calibration of Naive Bayes Posterior Estimates , 2000 .

[11] Geoffrey I. Webb,et al. # 2001 Kluwer Academic Publishers. Printed in the Netherlands. Machine Learning for User Modeling , 1999 .

[12] Marian Cristian Mihaescu,et al. TESYS: e-Learning Application Built on a Web Platform , 2006, ICE-B.

[13] Ivan Koychev,et al. Adaptation to Drifting User's Interests , 2000 .

[14] Philip Barker. Advances in Web‐Based Education: Personalized Learning Environments , 2007 .