Continual learning: a feature extraction formalization, an efficient algorithm, and fundamental obstructions.
Binghui PengAndrej RisteskiPublished in: NeurIPS (2022)
Keyphrases
- learning algorithm
- preprocessing
- feature extraction
- expectation maximization
- learning speed
- optimization algorithm
- segmentation algorithm
- np hard
- dynamic programming
- computationally efficient
- high accuracy
- learning phase
- computational complexity
- cost function
- experimental evaluation
- objective function
- incremental learning
- learning tasks
- detection algorithm
- theoretical analysis
- image processing
- supervised learning
- similarity measure
- k means
- search space
- particle swarm optimization
- optimal solution
- times faster
- neural network
- learned models
- learning rules
- learning scheme
- extracted features
- clustering algorithm
- clustering method
- feature vectors
- support vector machine svm
- prior knowledge
- online learning