A DaQL to Monitor Data Quality in Machine Learning Applications.
Lisa EhrlingerVerena HaunschmidDavide PalazziniChristian LettnerPublished in: DEXA (1) (2019)
Keyphrases
- data quality
- machine learning
- data preparation
- quality management
- quality assessment
- data cleansing
- data warehouse
- data transformation
- data cleaning
- poor quality
- information loss
- data confidentiality
- decision trees
- machine learning methods
- business intelligence systems
- privacy preservation
- text classification
- data mining
- data privacy
- text mining
- knowledge discovery
- active learning
- natural resources
- class noise
- support vector machine
- feature selection
- privacy guarantees
- learning algorithm
- data sets