How to Learn when Data Reacts to Your Model: Performative Gradient Descent.
Zachary IzzoLexing YingJames ZouPublished in: ICML (2021)
Keyphrases
- experimental data
- data sets
- data collection
- learning models
- probability distribution
- input data
- measured data
- data analysis
- data samples
- cost function
- high quality
- data structure
- data processing
- training data
- statistical analysis
- predictive model
- expert knowledge
- network structure
- statistical model
- database
- mathematical model
- computer systems
- raw data
- original data
- image data
- prior knowledge
- learned models
- simulation data
- synthetic data
- parameter estimation
- test data
- knowledge discovery
- data points
- similarity measure