Rivalry of Two Families of Algorithms for Memory-Restricted Streaming PCA.
Chun-Liang LiHsuan-Tien LinChi-Jen LuPublished in: AISTATS (2016)
Keyphrases
- memory usage
- principal component analysis
- theoretical analysis
- neural network
- significant improvement
- optimization problems
- combinatorial optimization
- orders of magnitude
- principal components analysis
- multimedia
- data structure
- data streams
- feature space
- feature selection
- computer vision
- dimensionality reduction
- data mining techniques
- learning algorithm
- principal components
- real time
- memory footprint