Enforcing exact physics in scientific machine learning: A data-driven exterior calculus on graphs.
Nathaniel TraskAndy HuangXiaozhe HuPublished in: J. Comput. Phys. (2022)
Keyphrases
- data driven
- machine learning
- artificial intelligence
- computer science
- computer vision
- data mining
- pattern recognition
- machine learning algorithms
- natural language processing
- semi supervised learning
- information extraction
- computer algebra
- learning algorithm
- graph theoretic
- knowledge acquisition
- text mining
- feature selection
- knowledge representation
- scientific data
- scientific discovery
- decision trees
- graph databases
- graph matching
- inductive logic programming
- statistical methods
- machine learning methods
- knowledge discovery
- support vector machine
- supervised learning
- graph mining
- machine learning approaches
- explanation based learning
- graph representation
- knn
- formal language
- scientific knowledge
- computational intelligence