Back to the Basics: Bayesian extensions of IRT outperform neural networks for proficiency estimation.
Kevin H. WilsonYan KarklinBojian HanChaitanya EkanadhamPublished in: CoRR (2016)
Keyphrases
- neural network
- bayesian estimation
- item response theory
- pattern recognition
- genetic algorithm
- fuzzy logic
- accurate estimation
- bayesian learning
- multi layer
- estimation error
- robust estimation
- estimation algorithm
- feed forward
- self organizing maps
- maximum likelihood
- bayesian inference
- recurrent neural networks
- posterior distribution
- multilayer perceptron
- neural network model
- estimation accuracy
- statistical inference
- bayesian analysis
- bayesian networks
- markov random field prior