Rethinking PCA for Modern Data Sets: Theory, Algorithms, and Applications.
Namrata VaswaniYuejie ChiThierry BouwmansPublished in: Proc. IEEE (2018)
Keyphrases
- data sets
- orders of magnitude
- computationally efficient
- learning algorithm
- theoretical analysis
- principal component analysis
- significant improvement
- benchmark datasets
- times faster
- principal components analysis
- mathematical foundations
- computational cost
- worst case
- high dimensional
- reinforcement learning
- training data
- theoretical framework
- combinatorial optimization
- singular value decomposition
- mathematical models