The Need of Standardised Metadata to Encode Causal Relationships: Towards Safer Data-Driven Machine Learning Biological Solutions.
Beatriz Garcia Santa CruzCarlos VegaFrank HertelPublished in: CIBB (2021)
Keyphrases
- causal relationships
- data driven
- machine learning
- metadata
- bayesian networks
- data mining
- causal models
- causal discovery
- causal structure
- digital libraries
- causal networks
- causal relations
- empirically derived
- databases
- linear models
- knowledge discovery
- learning algorithm
- causal effects
- special case
- structural model
- fuzzy cognitive maps
- optimal solution
- neural network
- text mining
- causal bayesian networks
- structural models
- decision making
- artificial neural networks
- previously unknown
- search space
- random walk
- markov chain
- information extraction