FILA: Online Auditing of Machine Learning Model Accuracy under Finite Labelling Budget.
Naiqing GuanNick KoudasPublished in: SIGMOD Conference (2022)
Keyphrases
- machine learning
- theoretical framework
- machine learning models
- formal model
- mathematical model
- online learning
- experimental data
- statistical model
- classification accuracy
- pattern recognition
- support vector
- objective function
- data analysis
- markov random field
- parameter estimation
- machine learning algorithms
- prediction accuracy
- similarity measure
- feature selection
- network structure
- statistical methods
- computer vision
- artificial intelligence