Benchmarking energy performance of building envelopes through a selective residual-clustering approach using high dimensional dataset
Energy and Buildings（2014）
Abstract
•Multivariate linear regression is used to bench-mark home building energy efficiency.•Principle-component-analysis is used to address multicollinearity risks.•Results from a case study verified and validated this new method.
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Key words
Building envelope,Energy performance,Residential,Benchmarking,Principal component regression,Multicollinearity,High-dimensional variables
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