A Validity Perspective on Evaluating the Justified Use of Data-driven Decision-making Algorithms.
Amanda CostonAnna KawakamiHaiyi ZhuKen HolsteinHoda HeidariPublished in: SaTML (2023)
Keyphrases
- data sets
- orders of magnitude
- computational efficiency
- learning algorithm
- theoretical analysis
- recently developed
- constraint satisfaction problems
- significant improvement
- viewpoint
- case study
- information systems
- computational complexity
- multi objective
- computational cost
- software engineering
- worst case
- computationally efficient
- image processing
- computer vision
- data mining algorithms
- machine learning
- times faster
- database