Query-by-committee improvement with diversity and density in batch active learning

Mathematics

• Active Learning 100%
• Batch 70%
• Query 62%
• Uncertainty 53%
• Distance Measure 36%
• Learning Curve 24%
• Random Forest 23%
• Susceptibility 20%
• Dissimilarity 19%
• Classifier 17%
• Redundancy 17%
• Outlier 15%
• Sufficient 11%
• Strategy 11%
• Demonstrate 9%
• Performance 9%

Business & Economics

• Active Learning 91%
• Query 69%
• Batch 64%
• Sampling 49%
• Distance Measure 41%
• Uncertainty 37%
• Outliers 21%
• Learning Curve 19%
• Dissimilarity 18%
• Classifier 18%
• Susceptibility 18%
• Redundancy 18%
• Performance 6%

Engineering & Materials Science

• Problem-Based Learning 72%
• Uncertainty 39%
• Sampling 33%
• Random forests 16%
• Redundancy 13%
• Classifiers 11%