Global ETD Search
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Showing 1 to 2 of 2 for “"Boosting Trees"”.
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Ensemble Tree-Based Machine Learning for Imaging Data
… <p>In Chapter 2, we introduce a gradient Boosted Trees for Spatial Data (Boost-S) with covariate information.The main innovation of this chapter is to incorporate the spatial correlation structure into the boosting structure. Boosting trees are one of the most successful statistical learning …
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Quantifying the Role of Vulnerability in Hurricane Damage via a Machine Learning Case Study
… played. Random Forest and Stochastic Gradient Boosting Trees algorithms analyzed a diverse set of data including wind, flooding, landslide, and vulnerability measures. These data trained models to predict the structural damage caused by Hurricane Mar'ia in Puerto Rico and the importance of each …