Polar Encoding: A Simple Baseline Approach for Classification With Missing Values.
Oliver Urs LenzDaniel PeraltaChris CornelisPublished in: IEEE Trans. Fuzzy Syst. (2024)
Keyphrases
- missing values
- incomplete data sets
- cost sensitive learning
- pattern recognition
- missing data
- multivariate temporal data
- feature values
- data stream classification
- data imputation
- machine learning
- unseen test data
- missing data imputation
- multiple imputation
- unseen data
- incomplete data
- feature extraction
- feature space
- text classification
- classification accuracy
- missing attribute values
- data cleaning
- classification algorithm
- decision trees
- imputation methods
- data matrix
- missing information
- support vector machine
- dimension reduction
- logic programs
- feature vectors
- classification rules
- support vector machine svm
- face recognition
- machine learning algorithms
- feature selection
- neural network