A novel methodology to explain and evaluate data-driven building energy performance models based on interpretable machine learning

Keyphrases

• Building Energy Performance 100%
• Novel Methodology 100%
• Inference Mechanisms 100%
• Building Professionals 100%
• Interpretable Machine Learning 100%
• Energy Performance Model 100%
• Operational Data 50%
• Model Performance 50%
• Data-driven Approach 50%
• Real Building 50%
• Machine Learning Techniques 50%
• Comprehensive Methodology 50%
• Building Management System 50%
• High Complexity 50%
• Building Energy Management 50%
• Big Data Era 50%
• Predictive Modeling 50%
• Novel Metrics 50%
• Advanced Machine Learning Techniques 50%
• Conflicting Evidence 50%
• Accuracy Metrics 50%

Engineering

• Building Energy Performance 100%
• Metrics 100%
• Machine Learning Technique 100%
• Learning System 100%
• Building Management System 50%
• Energy Management 50%
• Operational Data 50%
• Big Data 50%