Analyzing the Effect of Imputation on Classification Performance under MCAR and MAR Missing Mechanisms.
Philip BuczakJian-Jia ChenMarkus PaulyPublished in: Entropy (2023)
Keyphrases
- missing data
- incomplete data
- missing values
- multiple imputation
- classification systems
- pattern recognition
- image classification
- text classification
- pattern classification
- classification algorithm
- model selection
- training set
- support vector machine
- neural network
- classification accuracy
- support vector machine svm
- benchmark datasets
- decision trees
- feature selection
- supervised learning
- feature vectors
- training data
- feature extraction
- classification rate
- supervised classification
- classification process
- machine learning