Regression in the Presence Missing Data Using Ensemble Methods.
Mostafa M. HassanAmir F. AtiyaNeamat El GayarRaafat El-FoulyPublished in: IJCNN (2007)
Keyphrases
- missing data
- ensemble methods
- base learners
- prediction accuracy
- decision trees
- random forests
- ensemble learning
- benchmark datasets
- machine learning methods
- incomplete data
- missing values
- low rank
- bootstrap sampling
- base classifiers
- multiple imputation
- linear regression
- model selection
- decision tree ensembles
- cost sensitive
- regression problems
- data sets
- feature subset
- high dimensional data
- linear combination
- genetic programming
- dimensionality reduction