41 citations · 49 across the 3 of their papers we have counts for
3 papers
cs.LG2023★ 4 cited
Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets
Xia Chen, Manav Mahan Singh, Philipp Geyer
The demand for a huge amount of data for machine learning (ML) applications is currently a bottleneck in an empirically dominated field. We propose a method to combine prior knowle…
stat.ME2022★ 41 cited
Introducing causal inference in the energy-efficient building design process
Xia Chen, Jimmy Abualdenien, Manav Mahan Singh +2
"What-if" questions are intuitively generated and commonly asked during the design process. Engineers and architects need to inherently conduct design decisions, progressing from o…
cs.LG2021★ 4 cited
Explainable AI for Engineering Design: A Unified Approach of Systems Engineering and Component- Based Deep Learning Demonstrated by Energy- Efficient Building Design
Philipp Geyer, Manav Mahan Singh, Xia Chen
Data-driven models created by machine learning, gain in importance in all fields of design and engineering. They, have high potential to assist decision-makers in creating novel, a…