Guiding Supervised Learning by Bio-Ontologies in Medical Data Analysis.
Janusz WojtusiakHua MinEman ElashkarHedyeh MobahiPublished in: AI4KM@IJCAI (2016)
Keyphrases
- supervised learning
- data analysis
- bio medical
- machine learning
- umls metathesaurus
- medical domain
- unsupervised learning
- ontology alignment
- learning tasks
- semantic web
- training data
- semi supervised learning
- data processing
- data collection
- knowledge representation
- learning algorithm
- medical diagnosis
- domain ontology
- training set
- semantic relationships
- text mining
- multiple instance learning
- medical data
- data sets
- semantically rich
- ontology mapping
- semantic technologies
- medical experts
- knowledge base
- data mining
- knowledge discovery
- domain specific
- supervised machine learning
- ontology matching
- databases
- specific domains
- medical terminology
- reinforcement learning
- generalization error
- information integration
- statistical learning
- semantic relations
- active learning
- class labels
- rough sets
- medical knowledge
- big data
- medical imaging
- traditional chinese medicine
- data points
- information extraction