Evaluation of parameters affecting performance and reliability of machine learning-based antibiotic susceptibility testing from whole genome sequencing data.
Allison L. HicksNicole E. WheelerLeonor Sánchez-BusóJennifer L. RakemanSimon R. HarrisYonatan H. GradPublished in: PLoS Comput. Biol. (2019)
Keyphrases
- machine learning
- data analysis
- data sets
- learning algorithm
- small number
- original data
- raw data
- data collection
- high quality
- statistical methods
- image data
- database
- text mining
- data quality
- data distribution
- statistical analysis
- data mining techniques
- natural language processing
- data points
- prior knowledge
- data structure
- input data
- data processing
- background knowledge
- sensor data
- experimental data
- training data
- social networks
- big data