Risk of Training Diagnostic Algorithms on Data with Demographic Bias.
Samaneh Abbasi-SureshjaniRalf RaumannsBritt E. J. MichelsGerard SchoutenVeronika CheplyginaPublished in: CoRR (2020)
Keyphrases
- data sets
- data processing
- data structure
- database
- original data
- synthetic data
- data collection
- data mining algorithms
- data sources
- data points
- incomplete data
- data quality
- data analysis
- high quality
- computer systems
- raw data
- image data
- data mining tasks
- training examples
- data reduction
- missing data
- statistical methods
- data distribution
- risk assessment
- spatial data
- sensor data
- computationally efficient
- statistical analysis
- supervised learning
- prior knowledge
- training set
- learning algorithm
- machine learning
- neural network