No computation without representation: Avoiding data and algorithm biases through diversity.
Caitlin KuhlmanLatifa JacksonRumi ChunaraPublished in: CoRR (2020)
Keyphrases
- noisy data
- input data
- computational complexity
- similarity measure
- data analysis
- data reduction
- detection algorithm
- optimization algorithm
- data sets
- data structure
- prior knowledge
- np hard
- preprocessing
- high quality
- learning algorithm
- cost function
- dynamic programming
- optimal solution
- data collection
- expectation maximization
- real valued time series
- data mining techniques
- data quality
- prior information
- original data
- data distribution
- synthetic data
- synthetic datasets
- image data
- data points
- probabilistic model
- data sources
- computational cost
- k means
- high dimensional data
- missing data
- tree structure
- matching algorithm
- knowledge discovery
- recognition algorithm
- incomplete data
- training data
- dimensional data
- genetic algorithm