Articles with "boosted trees" as a keyword



Gradient boosted trees for evolving data streams

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Published in 2024 at "Machine Learning"

DOI: 10.1007/s10994-024-06517-y

Abstract: Gradient Boosting is a widely-used machine learning technique that has proven highly effective in batch learning. However, its effectiveness in stream learning contexts lags behind bagging-based ensemble methods, which currently dominate the field. One reason… read more here.

Keywords: boosted trees; evolving data; gradient; trees evolving ... See more keywords

Identifying Risk Factors for Diabetic Ketoacidosis Associated with SGLT2 Inhibitors: a Nationwide Cohort Study in the USA

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Published in 2021 at "Journal of General Internal Medicine"

DOI: 10.1007/s11606-020-06561-z

Abstract: Sodium glucose co-transporter-2 inhibitors (SGLT2) are commonly prescribed to patients with type 2 diabetes mellitus, but can increase the risk of diabetic ketoacidosis. Identifying patients prone to diabetic ketoacidosis may help mitigate this risk. We… read more here.

Keywords: risk; use; ketoacidosis; boosted trees ... See more keywords

Photon classification with Gradient Boosted Trees at CLAS12

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Published in 2024 at "Journal of Instrumentation"

DOI: 10.1088/1748-0221/19/06/c06006

Abstract: Dihadron semi-inclusive deep inelastic scattering (SIDIS) of 10.6 GeV longitudinally polarized electrons off the proton has been measured using the CLAS12 detector at Jefferson Lab. Two separate channels, π^+π^0 and π^-π^0, were analyzed, requiring the… read more here.

Keywords: boosted trees; trees clas12; classification gradient; gradient boosted ... See more keywords

Gradient Boosted Trees and Denoising Autoencoder to Correct Numerical Wave Forecasts

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Published in 2024 at "Journal of Marine Science and Engineering"

DOI: 10.3390/jmse12091573

Abstract: This paper is dedicated to correcting the WAM/ICON numerical wave model predictions by reducing the residue between the model’s predictions and the actual buoy observations. The two parameters used in this paper are significant wave… read more here.

Keywords: boosted trees; wave; paper; model ... See more keywords