Unsupervised machine learning for the discovery of latent disease clusters and patient subgroups using electronic health records.
Yanshan WangYiqing ZhaoTerry M. TherneauElizabeth J. AtkinsonAhmad P. TaftiNan ZhangShreyasee AminAndrew H. LimperSundeep KhoslaHongfang LiuPublished in: J. Biomed. Informatics (2020)
Keyphrases
- electronic health records
- machine learning
- clinical data
- knowledge discovery
- medical records
- clinical trials
- health records
- data mining
- health care
- medical data
- healthcare providers
- electronic medical record
- health information technology
- health data
- data points
- knowledge acquisition
- database
- patient care
- health information
- information overload
- information extraction
- natural language processing
- patient data
- image data
- knowledge representation
- text mining
- natural language
- feature selection
- artificial intelligence
- health care providers
- model selection
- x ray
- active learning
- medical images