XAI Beyond Classification: Interpretable Neural Clustering.
Xi PengYunfan LiIvor W. TsangHongyuan ZhuJiancheng LvJoey Tianyi ZhouPublished in: J. Mach. Learn. Res. (2022)
Keyphrases
- classification scheme
- clustering algorithm
- unsupervised learning
- unsupervised classification
- data sets
- classification accuracy
- classification rules
- clustering analysis
- classification method
- text classification
- supervised learning
- feature vectors
- supervised classification
- density estimation
- network architecture
- preprocessing
- pattern recognition
- data clustering
- support vector machine svm
- high dimensionality
- cluster analysis
- machine learning
- pattern classification
- unsupervised clustering
- self organizing maps
- benchmark datasets
- decision trees
- training samples
- feature extraction
- classification algorithm
- feature space
- support vector
- categorical data
- neural network
- nearest neighbor classification
- gene expression profiles
- feature selection
- eeg signals
- classification systems
- k means
- image classification
- document clustering
- high dimensional data
- machine learning algorithms
- machine learning methods
- distance metric
- decision rules