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   Articles with "gradient boosted" as a keyword



Gradient boosted trees for evolving data streams

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recommendations! 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

Cyanotoxin level prediction in a reservoir using gradient boosted regression trees: a case study

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recommendations! Published in 2018 at "Environmental Science and Pollution Research"

DOI: 10.1007/s11356-018-2219-4

Abstract: Cyanotoxins are a type of cyanobacteria that is poisonous and poses a health threat in waters that could be used for drinking or recreational purposes. Thus, it is necessary to predict their presence to avoid… read more here.

Keywords: using gradient; gradient; boosted regression; prediction ... See more keywords

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

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recommendations! 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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recommendations! 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 regression as a tool to reveal key drivers of temporal dynamics in a synthetic yeast community

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recommendations! Published in 2024 at "FEMS Microbiology Ecology"

DOI: 10.1093/femsec/fiae080

Abstract: Abstract Microbial communities are vital to our lives, yet their ecological functioning and dynamics remain poorly understood. This understanding is crucial for assessing threats to these systems and leveraging their biotechnological applications. Given that temporal… read more here.

Keywords: yeast community; boosted regression; gradient boosted; temporal dynamics ... See more keywords
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Gradient-boosted equivalent sources

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recommendations! Published in 2021 at "Geophysical Journal International"

DOI: 10.1093/gji/ggab297

Abstract: The equivalent source technique is a powerful and widely used method for processing gravity and magnetic data. Nevertheless, its major drawback is the large computational cost in terms of processing time and computer memory. We… read more here.

Keywords: boosted equivalent; equivalent source; gradient; equivalent sources ... See more keywords

Gradient Boosted Trees and Denoising Autoencoder to Correct Numerical Wave Forecasts

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recommendations! 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

Prediction Model of hospitalization time of COVID-19 patients based on Gradient Boosted Regression Trees

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recommendations! Published in 2023 at "Mathematical Biosciences and Engineering"

DOI: 10.3934/mbe.2023459

Abstract: When an outbreak of COVID-19 occurs, it will cause a shortage of medical resources and the surge of demand for hospital beds. Predicting the length of stay (LOS) of COVID-19 patients is helpful to the… read more here.

Keywords: covid patients; gradient boosted; boosted regression; regression trees ... See more keywords