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Communications in Statistics - Simulation and Computation Volume 39, 2010 - Issue 10
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Original Articles

Out-of-Bag Estimation of the Optimal Hyperparameter in SubBag Ensemble Method

Gai-Ying Zhang Faculty of Science, Xi'an Jiaotong University, Xi'an, China
,
Chun-Xia Zhang Faculty of Science and State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, ChinaCorrespondence[email protected]
&
Jiang-She Zhang Faculty of Science and State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, China
Pages 1877-1892 | Received 14 May 2010, Accepted 21 Aug 2010, Published online: 29 Oct 2010

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Fazli Rabbi, Salahuddin Khan, Alamgir Khalil, Wali Khan Mashwani, Muhammad Shafiq, Pınar Göktaş & Yuksel.Akay Unvan. (2021) Model selection in linear regression using paired bootstrap. Communications in Statistics - Theory and Methods 50:7, pages 1629-1639.
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Chun-Xia Zhang, Guan-Wei Wang, Jiang-She Zhang, Gao Guo & Qing-Yan Ying. (2014) IRUSRT: A Novel Imbalanced Learning Technique by Combining Inverse Random Under Sampling and Random Tree. Communications in Statistics - Simulation and Computation 43:10, pages 2714-2731.
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Gordon O. Ojwang, Joseph O. Ogutu, Mohammed Y. Said, Merceline A. Ojwala, Shem C. Kifugo, Francesca Verones, Bente J. Graae, Robert Buitenwerf & Han Olff. (2024) An integrated hierarchical classification and machine learning approach for mapping land use and land cover in complex social-ecological systems. Frontiers in Remote Sensing 4.
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Andreas W. Oehm, Yury Zablotski, Amely Campe, Martina Hoedemaker, Christina Strube, Andrea Springer, Daniela Jordan & Gabriela Knubben-Schweizer. (2023) Random forest classification as a tool in epidemiological modelling: Identification of farm-specific characteristics relevant for the occurrence of Fasciola hepatica on German dairy farms. PLOS ONE 18:12, pages e0296093.
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Fazli Rabbi, Alamgir Khalil, Ilyas Khan, Muqrin A. Almuqrin, Umair Khalil & Mulugeta Andualem. (2022) Robust model selection using the out-of-bag bootstrap in linear regression. Scientific Reports 12:1.
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Yung-Hsiang Ying, Wen-Li Lee, Ying-Chen Chi, Mei-Jung Chen & Koyin Chang. (2022) Demographics, Socioeconomic Context, and the Spread of Infectious Disease: The Case of COVID-19. International Journal of Environmental Research and Public Health 19:4, pages 2206.
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Yuchen Li, Chenli Liu, Jun Zhang, Ping Zhang & Yufei Xue. (2021) Monitoring Spatial and Temporal Patterns of Rubber Plantation Dynamics Using Time-Series Landsat Images and Google Earth Engine. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 9450-9461.
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Zhuangzhuang Han, Qiwei He & Matthias von Davier. (2019) Predictive Feature Generation and Selection Using Process Data From PISA Interactive Problem-Solving Items: An Application of Random Forests. Frontiers in Psychology 10.
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Lei Zhang, Qin Ni, Guanglin Zhang, Menglin Zhai, Juan Moreno & Cesar Briso. (2019) Random forests‐enabled context detections for long‐term evolution network forrailway. IET Microwaves, Antennas & Propagation 13:8, pages 1080-1086.
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Silke Janitza & Roman Hornung. (2018) On the overestimation of random forest’s out-of-bag error. PLOS ONE 13:8, pages e0201904.
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Jian-Hua Huang, Jun Yan, Qing-Hua Wu, Miguel Duarte Ferro, Lun-Zhao Yi, Hong-Mei Lu, Qing-Song Xu & Yi-Zeng Liang. (2013) Selective of informative metabolites using random forests based on model population analysis. Talanta 117, pages 549-555.
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