Designing Importance samplers to simulate Machine Learning Predictors via Optimization.
Zhiyuan HuangHenry LamDing ZhaoPublished in: WSC (2018)
Keyphrases
- machine learning
- optimization algorithm
- decision trees
- combinatorial optimization
- random sampling
- natural language processing
- information extraction
- machine learning algorithms
- machine learning methods
- optimization method
- constrained optimization
- learning tasks
- computer vision
- artificial intelligence
- global optimization
- knowledge acquisition
- least squares
- bayesian inference
- text classification
- optimization process
- knowledge representation
- active learning
- data analysis
- reinforcement learning
- optimization model
- optimization approaches
- relative importance
- data sets
- inductive learning
- semi supervised learning
- computational intelligence
- computer science
- pattern recognition
- learning algorithm
- data mining