Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution.
Judea PearlPublished in: CoRR (2018)
Keyphrases
- machine learning
- machine learning methods
- machine learning algorithms
- theoretical underpinnings
- pattern recognition
- decision trees
- learning algorithm
- information extraction
- statistical learning
- text classification
- natural language processing
- knowledge acquisition
- learning tasks
- theoretical basis
- artificial intelligence
- data mining
- statistical methods
- text mining
- machine learning approaches
- active learning
- computer science
- natural language
- bayesian networks
- causal theories
- computational intelligence
- information retrieval
- explanation based learning
- computer vision
- information systems
- inductive learning
- learning problems
- learning systems
- probability distribution
- theoretical analysis
- knowledge discovery
- data sets