Noise in Datasets: What Are the Impacts on Classification Performance?
Rashida HasanChee-Hung Henry ChuPublished in: ICPRAM (2022)
Keyphrases
- benchmark datasets
- pattern recognition
- uci repository
- classification accuracy
- uci machine learning repository
- object classification
- support vector machine
- support vector machine svm
- training dataset
- automatic classification
- classification models
- supervised learning
- image classification
- feature vectors
- machine learning methods
- decision trees
- data sets
- class labels
- noisy data
- pattern classification
- database
- classification systems
- imbalanced datasets
- associative classifiers
- binary classification problems
- class noise
- synthetic datasets
- classification scheme
- decision rules
- missing data
- multi class
- high dimensional
- preprocessing
- feature selection