Single imputation with multilayer perceptron and multiple imputation combining multilayer perceptron and k-nearest neighbours for monotone patterns.
Esther-Lydia Silva-RamírezRafael Pino-MejíasManuel López-CoelloPublished in: Appl. Soft Comput. (2015)
Keyphrases
- multilayer perceptron
- multiple imputation
- missing data
- statistical databases
- k nearest neighbour
- neural network
- nearest neighbour
- artificial neural networks
- incomplete data
- missing values
- back propagation
- radial basis function
- imputation methods
- neural network model
- hidden layer
- knn
- probabilistic neural networks
- modular neural network
- multi layer perceptron
- expectation maximization
- data mining
- data sets