The No Free Lunch Theorem, Kolmogorov Complexity, and the Role of Inductive Biases in Machine Learning.
Micah GoldblumMarc FinziKeefer RowanAndrew Gordon WilsonPublished in: CoRR (2023)
Keyphrases
- kolmogorov complexity
- machine learning
- inductive inference
- inductive learning
- inductive concept learning
- inductive bias
- data mining
- inductive logic programming
- machine learning methods
- learning paradigms
- active learning
- complexity measures
- text classification
- decision trees
- reinforcement learning
- knowledge representation
- computational intelligence
- learning tasks
- pattern recognition
- machine learning algorithms
- knowledge acquisition
- loss function
- learning systems
- learning models
- model selection
- feature construction
- von neumann
- support vector machine
- artificial neural networks
- artificial intelligence
- pairwise