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Boosting Algorithms as Gradient Descent.
2000We provide an abstract characterization of boosting algorithms as gradient decsent on cost-functionals in an inner-product function space. We prove convergence of these functional-gradient-descent algorithms under quite weak conditions. Following previous theoretical results bounding the generalization performance of convex combinations of classifiers ...
Mason, Llew +3 more
openaire +3 more sources
Gradient Tree Boosting for Hierarchical Data
Multivariate Behavioral Research, 2023Steffen Nestler +2 more
exaly
Deep Learning Versus Gradient Boosting Machine for Pan Evaporation Prediction
Engineering Applications of Computational Fluid Mechanics, 2022Samed Inyurt +2 more
exaly
A Novel Construction Cost Prediction Model Using Hybrid Natural and Light Gradient Boosting
Advanced Engineering Informatics, 2020Debaditya Chakraborty +2 more
exaly
Second-Hand Vessel Valuation: An Extreme Gradient Boosting Approach
Maritime Policy and Management, 2023Roar Adland, Haiying Jia
exaly
Fault Diagnosis in Low Voltage Smart Distribution Grids Using Gradient Boosting Trees
Electric Power Systems Research, 2020Jesus Lago +2 more
exaly
Gradient Boosting Machine for Modeling the Energy Consumption of Commercial Buildings
Energy and Buildings, 2018Samuel Fernandes +2 more
exaly

