The Effects and Interactions of Data Quality and Problem Complexity on Classification.
Roger H. BlakePaul MangiameliPublished in: ACM J. Data Inf. Qual. (2011)
Keyphrases
- data quality
- data preparation
- classification algorithm
- information loss
- data warehouse
- text classification
- quality management
- classification method
- decision trees
- quality assessment
- data cleaning
- classification accuracy
- associative classification
- poor quality
- data cleansing
- data transformation
- feature selection
- class noise
- data reduction
- support vector machine
- quality indicators
- machine learning
- class labels
- information technology
- preprocessing
- learning algorithm