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07/12/2023
Filling time-series gaps using image techniques: Multidimensional context autoencoder approach for building energy data imputation
Building energy prediction and management has become increasingly import...
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07/03/2023
The Building Data Genome Directory – An open, comprehensive data sharing platform for building performance research
The building sector plays a crucial role in the worldwide decarbonizatio...
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04/25/2022
Temporal Relevance Analysis for Video Action Models
In this paper, we provide a deep analysis of temporal modeling for actio...
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02/07/2022
Gradient boosting machines and careful pre-processing work best: ASHRAE Great Energy Predictor III lessons learned
The ASHRAE Great Energy Predictor III (GEPIII) competition was held in l...
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10/31/2021
Using Google Trends as a proxy for occupant behavior to predict building energy consumption
In recent years, the availability of larger amounts of energy data and a...
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06/26/2021
An Image Classifier Can Suffice For Video Understanding
We propose a new perspective on video understanding by casting the video...
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06/25/2021
Limitations of machine learning for building energy prediction
Machine learning for building energy prediction has exploded in populari...
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07/14/2020
The ASHRAE Great Energy Predictor III competition: Overview and results
In late 2019, ASHRAE hosted the Great Energy Predictor III (GEPIII) mach...
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08/07/2018