Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction.
José PombalPedro SaleiroMário A. T. FigueiredoPedro BizarroPublished in: CoRR (2022)
Keyphrases
- data sets
- experimental data
- historical data
- predictive model
- end users
- data distribution
- data processing
- prediction model
- raw data
- prediction accuracy
- image data
- statistical analysis
- models built
- data quality
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- knowledge discovery
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- high quality
- data sources
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- data model
- neural network
- accurate models
- correlation analysis
- learning models
- prior knowledge
- data collection
- statistical models
- probability distribution
- data points
- synthetic data
- data mining techniques