DeforestVis: Behaviour Analysis of Machine Learning Models with Surrogate Decision Stumps

Keyphrases

• Behavior Analysis 100%
• Machine Learning Models 100%
• Decision Stump 100%
• Surrogate Decision-making 100%
• Stump 75%
• Decision Tree 50%
• Complex Machines 50%
• Expert Interviews 25%
• Model Interpretability 25%
• Data Analysts 25%
• Rule Change 25%
• One-level 25%
• Interpretable Machine Learning 25%
• Treedepth 25%
• Visual Analytics Tools 25%
• Attribute-based 25%
• Direct Model 25%
• Model Explanation 25%
• Adaptive Boosting 25%
• Boosting Method 25%
• Trustworthy Machine Learning 25%
• Manual Rules 25%

Computer Science

• Behavior Analysis 100%
• Surrogate Decision 100%
• Machine Learning 100%
• Learning System 100%
• Decision Tree 40%
• Use Case 20%
• Data Model 20%
• Interpretability 20%
• Analytics Tool 20%
• Data Analyst 20%
• Training Instance 20%
• Visual Analytics 20%
• Model Developer 20%
• adaptive boosting 20%
• Decision-Making 20%
• Boosting Technique 20%

Engineering

• Learning System 100%
• Applicability 20%
• Summarization 20%
• Direct Model 20%
• Decision Level 20%