Xuan-Ming Zhou

Machine Learning Predictive Models in Smart Home Energy Management: Progress and Challenges

The findings show that deep learning methods and reinforcement learning approaches consistently achieve better prediction accuracy and enhanced adaptivity; however, persistent issues exist, such as data heterogeneity, the weak generalization ability of models across different settings, and difficulties in practical rea...