An Adaptive Web Based Educational System Using HMM Approach for C Programming

被引：0

作者：

Khamparia, Aditya ^{[1
]}

Pandey, Babita ^{[1
]}

Singh, Aman ^{[1
]}

Tiwari, Shrasti ^{[1
]}

Kaur, Parampreet ^{[1
]}

机构：

[1] Lovely Profess Univ, Phagwara 144411, Punjab, India

来源：

ADVANCED INFORMATICS FOR COMPUTING RESEARCH, ICAICR 2018, PT I | 2019年 / 955卷

关键词：

Prediction; E-learning; HMM; Perceptron; Questionnaire;

D O I：

10.1007/978-981-13-3140-4_39

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The usage of web enabled e-learning systems has been increased for education in recent years. In present study, a Hidden Markov Model (HMM) driven approach is used to predict the future lecture topics or paths of C programming those has been accessed by students in an adaptive web enabled educational system. Data has been preprocessed and collected from e-learning system then HMM parameters were adjusted and used modified algorithm to train the data. This system help faculty to identified the student's problems and provide assistance to them as per their need. The experiment result shows the accuracy of prediction in proposed system is 80.23% which is better than neural network multilayer perceptron model whose accuracy rate is 78.15%.

引用

页码：435 / 447

页数：13

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