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Hua Tao, Pinjing He, Yi Zhang, Wenjie Sun
Frontiers of Environmental Science & Engineering 2017, Volume 11, Issue 6, doi: 10.1007/s11783-017-0945-3
Keywords: Municipal solid waste Incineration Circulating fluidized bed Load change Multivariate outlier detection
Vascular segmentation of neuroimages based on a prior shape and local statistics Research Articles
Yun TIAN, Zi-feng LIU, Shi-feng ZHAO
Frontiers of Information Technology & Electronic Engineering 2019, Volume 20, Issue 8, Pages 1099-1108 doi: 10.1631/FITEE.1800129
Keywords: Vesselness filter Neighborhood Blood-vessel segmentation Outlier
Robust Maximum Entropy Clustering Algorithm RMEC and Its Outlier Labeling
Deng Zhaohong,Wang Shitong,Wu Xisheng,Hu Dewen
Strategic Study of CAE 2004, Volume 6, Issue 9, Pages 38-45
In this paper, the novel robust maximum entropy clustering algorithm RMEC, as the improved version of the maximum entropy algorithm MEC, is presented to overcome its drawbacks: very sensitive to outliers and uneasy to label them. With the introduction of Vapnik's ε-insensitive loss function and the new weight factors, the new objective function is re-constructed, and consequently, its new update rules are derived according to the Lagrangian optimization theory. Compared with algorithm MEC, the main contributions of algorithm RMEC exist in its much better robustness for outliers and the fact that it can effectively label outliers in the dataset using the obtained weight factors. The experimental results demonstrate its superior performance in enhancing the robustness and labeling outliers in the dataset.
Keywords: entropy clustering robustness outliers ε-insensitive loss function weight factors
A novel multiple-outlier-robust Kalman filter Research Articles
Yulong HUANG, Mingming BAI, Yonggang ZHANG,heuedu@163.com,mingming.bai@hrbeu.edu.cn,zhangyg@hrbeu.edu.cn
Frontiers of Information Technology & Electronic Engineering 2022, Volume 23, Issue 3, Pages 422-437 doi: 10.1631/FITEE.2000642
Keywords: Kalman filtering Multiple statistical similarity measure Multiple outliers Fixed-point iteration State estimate
Title Author Date Type Operation
Performance evaluation of circulating fluidized bed incineration of municipal solid waste by multivariate outlier
Hua Tao, Pinjing He, Yi Zhang, Wenjie Sun
Journal Article
Vascular segmentation of neuroimages based on a prior shape and local statistics
Yun TIAN, Zi-feng LIU, Shi-feng ZHAO
Journal Article
Robust Maximum Entropy Clustering Algorithm RMEC and Its Outlier Labeling
Deng Zhaohong,Wang Shitong,Wu Xisheng,Hu Dewen
Journal Article