Auditing Algorithms: On Lessons Learned and the Risks of Data Minimization.
Gemma Galdon ClavellMariano Martín ZamoranoCarlos CastilloOliver SmithAleksandar MaticPublished in: AIES (2020)
Keyphrases
- lessons learned
- database
- data structure
- data sets
- data collection
- data analysis
- data mining techniques
- future directions
- prior knowledge
- case study
- data reduction
- evolutionary algorithm
- incomplete data
- noisy data
- data objects
- original data
- attribute values
- missing data
- statistical analysis
- training data
- input data
- computationally efficient
- synthetic data
- data processing
- database systems
- high quality
- worst case
- knowledge discovery
- data points
- end users
- data sources