Back to the basics: Bayesian extensions of IRT outperform neural networks for proficiency estimation.
Kevin H. WilsonYan KarklinBojian HanChaitanya EkanadhamPublished in: EDM (2016)
Keyphrases
- neural network
- bayesian estimation
- item response theory
- pattern recognition
- fuzzy systems
- multi layer
- multilayer perceptron
- self organizing maps
- data driven
- fuzzy logic
- genetic algorithm
- back propagation
- robust estimation
- estimation algorithm
- data sets
- posterior distribution
- network architecture
- student model
- bayesian decision
- recurrent neural networks
- efficient implementation
- feed forward
- neural network model
- artificial neural networks
- learning algorithm
- machine learning