Leyton Raynaldo Ozzora

Comparative Analysis of Linear and Ensemble Models for Short-Term Residential Energy Forecasting Across Multiple Forecast Horizons

Accurate forecasting of household appliance energy consumption is essential for supporting smart-home energy management and residential electricity efficiency. This study compares the forecasting performance of Linear Models (LM), Random Forest (RF), and Extreme Gradient Boosting (XGBoost) using a multivariate dataset....