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Showing 1 to 3 of 3 for “"stochastic gradient boosting"”.

  1. Breeding white storks in former East Prussia : comparing predicted relative occurrences across scales and time using a stochastic gradient boosting method (TreeNet), GIS and public data

    In dieser Arbeit wurden verschiedene GIS-basierte Habitatmodelle für den Weißstorch (Ciconia ciconia) im Gebiet der ehemaligen deutschen Provinz Ostpreußen (ca. Gebiet der russischen Exklave Kaliningrad und der polnischen Woiwodschaft Ermland-Masuren) erstellt. Zur Charakterisierung der Beziehung …

    potsdam-thes Repository record for Breeding white storks in former East Prussia : comparing predicted relative occurrences across scales and time using a stochastic gradient boosting method (TreeNet), GIS and public data (opens in a new tab)

  2. Quantifying the Role of Vulnerability in Hurricane Damage via a Machine Learning Case Study

    … that societal factors 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 …

    vt Repository record for Quantifying the Role of Vulnerability in Hurricane Damage via a Machine Learning Case Study (opens in a new tab)

  3. Extensions and Applications of Ensemble-of-trees Methods in Machine Learning

    … methodologies such as random forests (RF) and stochastic gradient boosting (SGB) rely on algorithmic procedures to generate fits to data. In contrast, more recent ensemble techniques such as Bayesian Additive Regression Trees (BART) and Dynamic Trees (DT) focus on an underlying Bayesian …

    penn Repository record for Extensions and Applications of Ensemble-of-trees Methods in Machine Learning (opens in a new tab)