44 citations · 63 across the 2 of their papers we have counts for
2 papers
stat.ML2023★ 19 cited
Opening the Black Box: Towards inherently interpretable energy data imputation models using building physics insight
Antonio Liguori, Matias Quintana, Chun Fu +3
Missing data are frequently observed by practitioners and researchers in the building energy modeling community. In this regard, advanced data-driven solutions, such as Deep Learni…
stat.ML2020★ 44 cited
Indoor environment data time-series reconstruction using autoencoder neural networks
Antonio Liguori, Romana Markovic, Thi Thu Ha Dam +3
As the number of installed meters in buildings increases, there is a growing number of data time-series that could be used to develop data-driven models to support and optimize bui…