The Effects of Data Quality on Machine Learning Algorithms.
Valerie SessionsMarco ValtortaPublished in: ICIQ (2006)
Keyphrases
- machine learning algorithms
- data quality
- benchmark data sets
- machine learning
- learning algorithm
- predictive accuracy
- machine learning methods
- quality management
- decision trees
- data cleansing
- learning problems
- data cleaning
- data warehouse
- machine learning approaches
- data transformation
- random forests
- quality assessment
- machine learning systems
- learning models
- poor quality
- learning tasks
- machine learning models
- class noise
- statistical machine learning
- machine learning and data mining algorithms
- data privacy
- knowledge discovery
- data integration
- prediction accuracy
- active learning
- data analysis
- feature selection
- data mining
- cell suppression
- data sets