Helix: Holistic Optimization for Accelerating Iterative Machine Learning.
Doris XinStephen MackeLitian MaJialin LiuShuchen SongAditya G. ParameswaranPublished in: Proc. VLDB Endow. (2018)
Keyphrases
- machine learning
- optimization problems
- machine learning methods
- global optimization
- optimization algorithm
- iterative optimization
- machine learning approaches
- data mining
- combinatorial optimization
- optimization approaches
- learning problems
- learning tasks
- pattern recognition
- optimization method
- learning systems
- machine learning algorithms
- computational intelligence
- data driven
- statistical methods
- decision trees
- learning algorithm
- inductive learning
- constrained optimization
- supervised learning
- discrete optimization
- optimization strategies
- support vector machine
- computer science