Data Smells: Categories, Causes and Consequences, and Detection of Suspicious Data in AI-based Systems.
Harald FoidlMichael FeldererRudolf RamlerPublished in: CoRR (2022)
Keyphrases
- data sets
- computer systems
- synthetic data
- data processing
- database
- data structure
- data analysis
- data sources
- data acquisition
- original data
- raw data
- input data
- sensor data
- machine learning
- ai systems
- training data
- historical data
- data distribution
- spatial data
- missing data
- databases
- high dimensional data
- data collection
- intelligent systems
- metadata
- distributed systems
- image data
- knowledge discovery
- expert systems
- decision trees