The Potential for the Use of Deep Neural Networks in e-Learning Student Evaluation with New Data Augmentation Method.
Andrzej CaderPublished in: AIED (2) (2020)
Keyphrases
- synthetic data
- neural network
- data sets
- e learning
- prior knowledge
- test data
- input data
- image data
- evaluation method
- pattern recognition
- missing data
- detection method
- gold standard
- information loss
- statistical methods
- database
- pairwise
- training process
- similarity measure
- multilayer perceptron
- learning environment
- clustering method
- data sources
- significant improvement
- preprocessing
- data mining techniques
- data points
- data structure
- missing values
- noisy data
- data analysis
- k means
- artificial neural networks
- evaluation model