Evaluation of Regression Algorithms and Features on the Energy Disaggregation Task

Business & Economics

• Disaggregation 100%
• Energy 49%
• Evaluation 45%
• K-nearest Neighbor 31%
• Learning Algorithm 25%
• Machine Learning 28%
• Monitoring 15%
• Neural Networks 25%
• Performance 8%
• Support Vector Machine 36%

Social Sciences

• disaggregation 88%
• energy 44%
• evaluation 29%
• learning 5%
• monitoring 11%
• neural network 19%
• performance 7%
• regression 41%

Engineering & Materials Science

• Deep neural networks 20%
• Learning algorithms 17%
• Machine learning 15%
• Monitoring 12%
• Random forests 45%
• Support vector machines 17%