Operationalizing Assurance Cases for Data Scientists: A Showcase of Concepts and Tooling in the Context of Test Data Quality for Machine Learning.
Lisa JöckelMichael KläsJanek GroßPascal GerberMarkus ScholzJonathan EberleMarc TeschnerDaniel SeifertRichard HawkinsJohn MolloyJens OttnadPublished in: PROFES (1) (2023)
Keyphrases
- data quality
- data analysis
- machine learning
- data sets
- data transformation
- knowledge discovery
- database
- data processing
- missing data
- data privacy
- data cleaning
- text mining
- data sources
- high dimensional data
- privacy preserving
- data collection
- original data
- data reduction
- privacy guarantees
- training data
- privacy preservation
- data cleansing
- quality management
- data preparation
- private data
- feature selection
- active learning
- missing values