Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution.
Judea PearlPublished in: WSDM (2018)
Keyphrases
- machine learning
- machine learning methods
- theoretical underpinnings
- machine learning approaches
- learning algorithm
- theoretical analysis
- decision trees
- data mining
- information extraction
- natural language processing
- feature selection
- data analysis
- learning problems
- supervised machine learning
- knowledge acquisition
- machine learning and data mining
- bayesian networks
- explanation based learning
- st century
- learning systems
- reinforcement learning
- model selection
- text mining
- computer science
- causal reasoning
- causal independence
- machine learning algorithms
- kernel methods
- computer vision
- computational intelligence
- active learning
- pattern recognition