Using topological data analysis and pseudo time series to infer temporal phenotypes from electronic health records.
Arianna DagliatiNophar GeifmanNiels PeekJohn H. HolmesLucia SacchiRiccardo BellazziSeyed Erfan SajjadiAllan TuckerPublished in: Artif. Intell. Medicine (2020)
Keyphrases
- electronic health records
- data analysis
- temporal patterns
- multivariate time series
- temporal data
- clinical data
- health data
- health information technology
- health care
- clinical trials
- temporal constraints
- health records
- medical data
- temporal databases
- high dimensional data
- data collection
- information overload
- knowledge discovery
- machine learning
- data mining
- data sets
- domain specific
- information extraction
- biological data
- high dimensional
- natural language
- decision making