The algorithm audit: Scoring the algorithms that score us.
Shea BrownJovana DavidovicAli HasanPublished in: Big Data Soc. (2021)
Keyphrases
- times faster
- learning algorithm
- computational complexity
- computational cost
- empirical analyses
- theoretical analysis
- worst case
- single pass
- computationally efficient
- provably convergent
- classification algorithm
- detection algorithm
- significant improvement
- algorithms require
- convergence rate
- benchmark problems
- incremental algorithms
- image processing algorithms
- theoretical guarantees
- k means
- space complexity
- data clustering
- highly efficient
- memory requirements
- filtering algorithm
- exhaustive search
- synthetic and real datasets
- recently developed
- computational efficiency
- related algorithms
- maximum flow
- preprocessing
- apriori algorithm
- synthetic datasets
- solution quality
- dynamic programming
- probabilistic model
- optimization problems
- scoring function
- combinatorial optimization
- cost function
- search space
- expectation maximization