Gradient Boosted Decision Tree Classification of Endophthalmitis Versus Uveitis and Lymphoma from Aqueous and Vitreous IL-6 and IL-10 Levels

Kuo David E.; Wei Maggie M.; Armbrust Karen R.; Knickelbein Jared E.; Yeung Ian Y. L.; Nussenblatt Robert B.; Chan Chi-Chao; Sen Hatice Nida

首页> 外文期刊>Journal of ocular pharmacology and therapeutics: The official journal of the Association for Ocular Pharmacology and Therapeutics >Gradient Boosted Decision Tree Classification of Endophthalmitis Versus Uveitis and Lymphoma from Aqueous and Vitreous IL-6 and IL-10 Levels

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Gradient Boosted Decision Tree Classification of Endophthalmitis Versus Uveitis and Lymphoma from Aqueous and Vitreous IL-6 and IL-10 Levels

机译：来自含水和玻璃体IL-6和IL-10水平的眼球炎和淋巴瘤的梯度提升决策树分类

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摘要

Purpose: To investigate the effectiveness of gradient boosting to classify endophthalmitis versus uveitis and lymphoma by intraocular cytokine levels.

机译：目的：探讨梯度提升的有效性通过眼内细胞因子水平来分类内膜炎和淋巴瘤。

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来源
《Journal of ocular pharmacology and therapeutics: The official journal of the Association for Ocular Pharmacology and Therapeutics》 |2017年第4期|共6页
作者
Kuo David E.; Wei Maggie M.; Armbrust Karen R.; Knickelbein Jared E.; Yeung Ian Y. L.; Nussenblatt Robert B.; Chan Chi-Chao; Sen Hatice Nida;
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作者单位

NEI Lab Immunol NIH 10 Ctr Dr Bldg 10 Room 10N112 Bethesda MD 20892 USA;

NEI Lab Immunol NIH 10 Ctr Dr Bldg 10 Room 10N112 Bethesda MD 20892 USA;

NEI Lab Immunol NIH 10 Ctr Dr Bldg 10 Room 10N112 Bethesda MD 20892 USA;

NEI Lab Immunol NIH 10 Ctr Dr Bldg 10 Room 10N112 Bethesda MD 20892 USA;

NEI Lab Immunol NIH 10 Ctr Dr Bldg 10 Room 10N112 Bethesda MD 20892 USA;

NEI Lab Immunol NIH 10 Ctr Dr Bldg 10 Room 10N112 Bethesda MD 20892 USA;

NEI Lab Immunol NIH 10 Ctr Dr Bldg 10 Room 10N112 Bethesda MD 20892 USA;

NEI Lab Immunol NIH 10 Ctr Dr Bldg 10 Room 10N112 Bethesda MD 20892 USA;

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原文格式 PDF
正文语种 eng
中图分类药理学;
关键词
cytokines; interleukins; uveitis; immunology; inflammation;

机译：细胞因子;白细胞介素;葡萄炎;免疫学;炎症;

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专利

1. Gradient Boosted Decision Tree Classification of Endophthalmitis Versus Uveitis and Lymphoma from Aqueous and Vitreous IL-6 and IL-10 Levels [J] . Kuo David E., Wei Maggie M., Armbrust Karen R., Journal of ocular pharmacology and therapeutics: The official journal of the Association for Ocular Pharmacology and Therapeutics . 2017,第4期

机译：来自含水和玻璃体IL-6和IL-10水平的眼球炎和淋巴瘤的梯度提升决策树分类
2. Correlation between measurement of IL-10 and IL-6 in paired aqueous humour and vitreous fluid in primary vitreoretinal lymphoma [J] . Kuiper Jonas, ten Dam-van Loon Ninette, Domanian Artin, Acta ophthalmologica . 2015,第8期

机译：原发性玻璃体视网膜淋巴瘤的房水和玻璃体液中IL-10和IL-6水平的相关性
3. Malware classification using XGboost-Gradient Boosted Decision Tree [J] . Rajesh Kumar, Geetha S Advances in Science, Technology and Engineering Systems . 2020,第5期

机译：使用XGBoost-梯度提升决策树的恶意软件分类
4. Predicting lymphoma outcomes and risk factors in patients with primary Sjögren’s Syndrome using gradient boosting tree ensembles [C] . Vasileios C. Pezoulas, Themis P. Exarchos, Athanasios G. Tzioufas, Annual International Conference of the IEEE Engineering in Medicine and Biology Society . 2019

机译：使用梯度增强树组合预测原发性干燥综合征患者的淋巴瘤结局和危险因素
5. Classification of level of severity of Rheumatoid Arthritis using Machine Learning (Decision Tree). [D] . Ogungbemile, Abiola. 2011

机译：使用机器学习（决策树）对类风湿关节炎的严重程度进行分类。
6. Gradient Boosted Decision Tree Classification of Endophthalmitis Versus Uveitis and Lymphoma from Aqueous and Vitreous IL-6 and IL-10 Levels [O] . David E. Kuo, Maggie M. Wei, Karen R. Armbrust, -1

机译：从水玻璃体和玻璃体IL-6和IL-10水平对眼内炎与葡萄膜炎和淋巴瘤的梯度增强决策树分类
7. Gradient Boosted Decision Tree Classification of Endophthalmitis Versus Uveitis and Lymphoma from Aqueous and Vitreous IL-6 and IL-10 Levels [O] . David E. Kuo, Maggie M. Wei, Karen R. Armbrust, 2017

机译：来自含水和玻璃体IL-6和IL-10水平的眼镜炎和淋巴瘤的梯度提升决策树分类

Gradient Boosted Decision Tree Classification of Endophthalmitis Versus Uveitis and Lymphoma from Aqueous and Vitreous IL-6 and IL-10 Levels

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