Streaming k-PCA: Efficient guarantees for Oja's algorithm, beyond rank-one updates.
De HuangJonathan Niles-WeedRachel WardPublished in: COLT (2021)
Keyphrases
- k means
- detection algorithm
- computationally efficient
- np hard
- single pass
- preprocessing
- neural network
- times faster
- high accuracy
- computational cost
- computational complexity
- learning algorithm
- cost function
- dynamic programming
- search space
- worst case
- theoretical analysis
- optimization algorithm
- significant improvement
- experimental evaluation
- high efficiency
- optimal solution
- objective function
- real time
- query processing
- classification algorithm
- support vector machine svm
- input data
- evolutionary algorithm