What Did My AI Learn? How Data Scientists Make Sense of Model Behavior.
Ángel Alexander CabreraMarco Túlio RibeiroBongshin LeeRobert DeLineAdam PererSteven Mark DruckerPublished in: ACM Trans. Comput. Hum. Interact. (2023)
Keyphrases
- data sets
- experimental data
- data analysis
- mathematical model
- probability distribution
- database
- expert knowledge
- high energy physics
- measured data
- original data
- statistical methods
- statistical model
- input data
- artificial intelligence
- data sources
- data structure
- historical data
- learning models
- data processing
- synthetic data
- computational model
- high level
- probabilistic model
- network structure
- training data
- high quality
- prior information
- data points
- data mining techniques
- empirical data
- knowledge discovery
- image data
- raw data
- bayesian networks
- objective function
- prior knowledge
- missing data
- high dimensional data