Improve Adversarial Robustness of MNIST Classification via Topological Data Analysis.
Yining LiuXiao LiSitian QinXiaolin HuPublished in: ISNN (2024)
Keyphrases
- data analysis
- machine learning
- data mining
- classification accuracy
- uci repository
- automatic classification
- decision trees
- pattern recognition
- data pre processing
- feature extraction
- support vector machine
- pattern classification
- classification rules
- image classification
- classification method
- classification algorithm
- handwritten digit recognition
- digit recognition
- handwritten digits
- feature selection
- support vector
- feature vectors
- machine learning methods
- benchmark data sets
- feature space
- support vector machine svm
- data reduction
- knowledge discovery
- preprocessing
- improve the classification accuracy
- hand written
- classification models
- supervised learning
- rough sets
- data processing
- data collection
- machine learning algorithms