Less is more: balancing models performance and complexity for software defects prediction

Keyphrases

• Model Complexity 100%
• Model Evaluation 100%
• Balance Model 100%
• Software Defect Prediction 100%
• Less Is More 100%
• Deep Learning 40%
• Search Methods 40%
• Deep Machine Learning 40%
• Software Defect Prediction Model 40%
• Complexity-aware 40%
• Quality Assurance 20%
• Learning Model 20%
• Reduced Complexity 20%
• Random Forest 20%
• Performance Prediction 20%
• Multi-objective Search 20%
• Software Project 20%
• Competitive Performance 20%
• Ensemble Model 20%
• Defective Parts 20%
• Machine Learning Learning 20%
• Model Explanation 20%
• Deep Forest 20%
• Performance Score 20%
• Local Interpretable Model-agnostic Explanations 20%
• Tree-based Models 20%
• Fast-and-frugal Trees 20%
• Deep Search 20%

Computer Science

• Performance Model 100%
• Defect Prediction 100%
• Software Defect 100%
• Deep Learning Method 28%
• Machine Learning 28%
• Learning System 28%
• Prediction Model 28%
• Quality Management 14%
• Random Decision Forest 14%
• Software Project 14%
• Multiobjective Search 14%
• Predictive Performance 14%
• Quality Control 14%