Limitations of machine learning for building energy prediction: ASHRAE Great Energy Predictor III Kaggle competition error analysis

25 June 2021

Papers citing "Limitations of machine learning for building energy prediction: ASHRAE Great Energy Predictor III Kaggle competition error analysis"

4 / 4 papers shown

Title
Navigating Out-of-Distribution Electricity Load Forecasting during COVID-19: Benchmarking energy load forecasting models without and with continual learning Arian Prabowo Kaixuan Chen Hao Xue Subbu Sethuvenkatraman Flora D. Salim 34 2 0 08 Sep 2023
ALDI++: Automatic and parameter-less discord and outlier detection for building energy load profiles Matias Quintana Till Stoeckmann J. Park Marian Turowski V. Hagenmeyer Clayton Miller 29 5 0 13 Mar 2022
Gradient boosting machines and careful pre-processing work best: ASHRAE Great Energy Predictor III lessons learned Clayton Miller Liu Hao Chunlei Fu AI4CE 39 6 0 07 Feb 2022
Using Google Trends as a proxy for occupant behavior to predict building energy consumption Chunlei Fu Clayton Miller 24 30 0 31 Oct 2021