Deploying machine learning based data quality controls - Design principles and insights from the field.
Valerianne WalterAndreas GyöryChristine LegnerPublished in: Wirtschaftsinformatik (2022)
Keyphrases
- data quality
- design principles
- machine learning
- data preparation
- instructional design
- software engineering
- quality management
- design decisions
- data cleansing
- data warehouse
- data mining
- data cleaning
- poor quality
- design patterns
- cell suppression
- data transformation
- quality assessment
- design process
- active learning
- design guidelines
- class noise
- artificial intelligence
- data privacy
- learning process
- user interface
- software development
- feature selection
- natural resources
- detailed design
- learning algorithm