Adaptive pairing of classifier and imputation methods based on the characteristics of missing values in data sets.
Jae Mun SimOhbyung KwonKun Chang LeePublished in: Expert Syst. Appl. (2016)
Keyphrases
- missing values
- missing attribute values
- imputation methods
- incomplete data sets
- data sets
- unseen data
- missing data
- data imputation
- incomplete data
- high dimensional data
- missing data imputation
- feature values
- training data
- unseen test data
- learning algorithm
- input data
- training set
- feature space
- data mining
- multiple imputation
- neural network
- database
- original data
- k nearest neighbour
- pattern recognition
- decision trees