The Helmholtz Method: Using Perceptual Compression to Reduce Machine Learning Complexity.
Gerald FriedlandJingkang WangRuoxi JiaBo LiPublished in: CoRR (2018)
Keyphrases
- machine learning
- computational complexity
- detection method
- computational cost
- experimental evaluation
- preprocessing
- dynamic programming
- machine learning methods
- high accuracy
- pairwise
- data sets
- objective function
- image segmentation
- classification method
- decision trees
- synthetic data
- model selection
- segmentation algorithm
- image compression
- data mining
- high precision
- computer vision
- unsupervised learning
- pattern recognition
- probabilistic model
- cost function
- significant improvement