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Selected Problems for High-Dimensional Data - Quantile and Errors-in-Variables Regressions.
(2016)
This dissertation addresses two problems. First, we study joint quantile regression at multiple quantile levels with high dimensional covariates. Variable selection performed at individual quantile levels may lack stability ...
Influence of Uncertainty in User Behaviors on the Simulation-Based Building Energy Optimization Process and Robust Decision-Making
(2016)
Computer-based simulations have been widely used to predict building performances. Building energy simulation tools are generally used to perform parametric studies. However, the building is a complex system with a great ...