Comparison of Bagging, Boosting and Stacking Ensembles Applied to Real Estate Appraisal.
Magdalena GraczykTadeusz LasotaBogdan TrawinskiKrzysztof TrawinskiPublished in: ACIIDS (2) (2010)
Keyphrases
- real estate
- ensemble learning
- base classifiers
- ensemble methods
- decision trees
- real estate valuation
- ensemble classifier
- service platform
- random forest
- random forests
- multi class
- artificial neural network models
- generalization ability
- weak learners
- ensemble classification
- test data
- decision tree ensembles
- neural network ensembles
- machine learning
- neural network
- empirical studies
- model averaging
- imbalanced data
- majority voting
- training set
- artificial neural networks
- machine learning methods
- class labels