Probabilistic transmission models incorporating sequencing data for healthcare-associated Clostridioides difficile outperform heuristic rules and identify strain-specific differences in transmission.
David W. EyreMirjam LaagerA. Sarah WalkerBen S. CooperDaniel J. WilsonPublished in: PLoS Comput. Biol. (2021)
Keyphrases
- historical data
- data structure
- data analysis
- experimental data
- data collection
- data sets
- machine learning
- training data
- prior knowledge
- noisy channel
- database
- learned models
- generative model
- knowledge discovery
- image data
- probabilistic model
- statistical analysis
- missing data
- uncertain data
- heuristic rules
- accurate models
- data points
- high dimensional data
- sensor data
- data sources
- xml documents
- predictive model
- information systems
- search engine