Learning from Imbalanced Data in Relational Domains: A Soft Margin Approach

Keyphrases

• Class Imbalance 50%
• Class Imbalance Problem 50%
• Functional Gradient Boosting 50%
• Learning from Imbalanced Data 100%
• Learning Problems 50%
• Negative Examples 100%
• Positive Instances 50%
• Probabilistic Model 50%
• Relational Data 100%
• Relational Domain 100%
• Soft Margin 100%

Computer Science

• Class Imbalance 50%
• Class Imbalance Problem 50%
• False Negative 100%
• False Positive 100%
• Gradient Boosting 50%
• Imbalanced Data 100%
• Learning Problem 50%
• Negative Example 100%
• Objective Function 50%
• Positive Example 50%
• Relational Data 100%

Mathematics

• False Negative 50%
• Objective Function 50%
• Relational Data 100%
• Tradeoff 100%