Prediction of lung cancer risk in Chinese population with genetic‐environment factor using extreme gradient boosting
Sign Up to like & getrecommendations! Published in 2022 at "Cancer Medicine"
DOI: 10.1002/cam4.4800
Abstract: Detecting early‐stage lung cancer is critical to reduce the lung cancer mortality rate; however, existing models based on germline variants perform poorly, and new models are needed. This study aimed to use extreme gradient boosting… read more here.
Keywords: gradient boosting; lung cancer; cancer; extreme gradient ... See more keywords
Scavager: A Versatile Postsearch Validation Algorithm for Shotgun Proteomics Based on Gradient Boosting
Sign Up to like & getrecommendations! Published in 2019 at "PROTEOMICS"
DOI: 10.1002/pmic.201800280
Abstract: Shotgun proteomics workflows for database protein identification typically include a combination of search engines and postsearch validation software based mostly on machine learning algorithms. Here, a new postsearch validation tool called Scavager employing CatBoost, an… read more here.
Keywords: gradient boosting; postsearch validation; scavager; postsearch ... See more keywords
A gradient boosting approach with diversity promoting measures for the ensemble of surrogates in engineering
Sign Up to like & getrecommendations! Published in 2019 at "Structural and Multidisciplinary Optimization"
DOI: 10.1007/s00158-019-02325-4
Abstract: Ensemble of surrogates has shown to be effective in the modeling of a variety of engineering problems, from aerospace to automotive and oil and gas industries, among many others. The ensemble performance though can be… read more here.
Keywords: gradient boosting; ensemble surrogates; engineering; approach ... See more keywords
Integration of extreme gradient boosting feature selection approach with machine learning models: application of weather relative humidity prediction
Sign Up to like & getrecommendations! Published in 2021 at "Neural Computing and Applications"
DOI: 10.1007/s00521-021-06362-3
Abstract: Relative humidity (RH) is one of the important processes in the hydrology cycle which is highly stochastic. Accurate RH prediction can be highly beneficial for several water resources engineering practices. In this study, extreme gradient… read more here.
Keywords: machine learning; gradient boosting; extreme gradient; relative humidity ... See more keywords
Accelerated gradient boosting
Sign Up to like & getrecommendations! Published in 2019 at "Machine Learning"
DOI: 10.1007/s10994-019-05787-1
Abstract: Gradient tree boosting is a prediction algorithm that sequentially produces a model in the form of linear combinations of decision trees, by solving an infinite-dimensional optimization problem. We combine gradient boosting and Nesterov’s accelerated descent… read more here.
Keywords: gradient boosting; accelerated gradient;
Flood susceptibility assessment using extreme gradient boosting (EGB), Iran
Sign Up to like & getrecommendations! Published in 2020 at "Earth Science Informatics"
DOI: 10.1007/s12145-020-00530-0
Abstract: Flood occurs as a result of high intensity and long-term rainfalls accompanied by snowmelt which flow out of the main river channel onto the flood prone areas and damage the buildings, roads, and facilities and… read more here.
Keywords: flood susceptibility; gradient boosting; extreme gradient; boosting egb ... See more keywords
Examining non-linear associations between population density and waist-hip ratio: An application of gradient boosting decision trees
Sign Up to like & getrecommendations! Published in 2020 at "Cities"
DOI: 10.1016/j.cities.2020.102899
Abstract: Abstract Many studies have explored the relationship between population density and obesity, but there is no consensus, particularly in dense Chinese cities. This study applied gradient boosting decision trees to 2014 national survey data to… read more here.
Keywords: population density; gradient boosting; boosting decision; decision trees ... See more keywords
Pavement aggregate shape classification based on extreme gradient boosting
Sign Up to like & getrecommendations! Published in 2020 at "Construction and Building Materials"
DOI: 10.1016/j.conbuildmat.2020.119356
Abstract: Abstract Aggregate plays the role of skeleton filling in asphalt pavements. The shape of the aggregate affects the embedded structure between the aggregates, thus affecting the performance of asphalt concrete. In this study, extreme gradient… read more here.
Keywords: classification; gradient boosting; extreme gradient; aggregate ... See more keywords
Human health risk identification of petrochemical sites based on extreme gradient boosting.
Sign Up to like & getrecommendations! Published in 2022 at "Ecotoxicology and environmental safety"
DOI: 10.1016/j.ecoenv.2022.113332
Abstract: Petrochemical industry is a key industry of soil pollution, which presents great effects on human health and the ecological environment. It is of great significance to achieve rapid, economic and efficient health risk identification for… read more here.
Keywords: risk; gradient boosting; health; health risk ... See more keywords
Rapid identification of geographical origin of sea cucumbers Apostichopus japonicus using FT-NIR coupled with light gradient boosting machine
Sign Up to like & getrecommendations! Published in 2021 at "Food Control"
DOI: 10.1016/j.foodcont.2021.107883
Abstract: Abstract The geographical origin of sea cucumber Apostichopus japonicus plays a key role in affecting its economic value. To quickly and effectively identify the geographical origin of sea cucumbers, Fourier transform near infrared (FT-NIR) spectroscopy… read more here.
Keywords: origin sea; spectroscopy; geographical origin; gradient boosting ... See more keywords
Learning to autofocus based on Gradient Boosting Machine for optical microscopy
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DOI: 10.1016/j.ijleo.2019.163002
Abstract: Abstract Autofocus is an essential part of modern high-throughput optical microscopic imaging system, and the traditional passive autofocus algorithms such as hill climbing search are heuristics and therefore are slow and less accuracy. Instead of… read more here.
Keywords: boosting machine; gradient boosting; microscopy; learning autofocus ... See more keywords