Workflow Provenance in the Lifecycle of Scientific Machine Learning.
Renan SouzaLeonardo Guerreiro AzevedoVítor LourençoElton F. S. SoaresRaphael ThiagoRafael BrandãoDaniel CivitareseEmilio Vital BrazilMárcio Ferreira MorenoPatrick ValduriezMarta MattosoRenato CerqueiraMarco A. S. NettoPublished in: CoRR (2020)
Keyphrases
- scientific workflows
- machine learning
- provenance information
- data provenance
- scientific data
- workflow systems
- fine grained
- data mining
- artificial intelligence
- management tools
- machine learning methods
- computer vision
- pattern recognition
- databases
- machine learning algorithms
- decision trees
- using semantic web technologies
- workflow execution
- machine learning approaches
- data sharing
- inductive learning
- semantic annotation
- metadata
- knowledge acquisition
- web services
- learning systems
- scientific knowledge
- computational intelligence
- service oriented
- reinforcement learning
- information extraction
- explanation based learning
- workflow management systems
- knowledge representation
- information retrieval
- computer science
- relational databases
- active learning
- conceptual modeling
- supervised learning
- natural language processing
- statistical methods
- multimedia data
- process model
- business processes