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Journal of Chinese Computer Systems. 2024, (08) Core

Granular Ball Label Noise Filtering Method for RegressionChinese Full TextEnglish Full Text (MT)

SHI Ying;QI Xiaobo;QI Hui;JIANG Gao-xia;WANG Wen-jian;College of Computer Science and Technology, Taiyuan Normal University;School of Computer and Information Technology, Shanxi University;Institute of Intelligent Information Processing, Shanxi University;Department of Network Security, Shanxi Police College;

Abstract: The performance of machine learning algorithms is closely related to data quality.However, real datasets may have various types of noise.How to deal with label noise is one of the key challenges in machine learning.Due to the complexity of regression label noise, existing noise filtering methods are not effective enough in dealing with numerical label noise.A granular ball estimate of numerical label noise is developed thorough label discretization.Then the generalization error estimation of reg... More
Keywords：

regression; label noise; granular ball; noise filtering;

  • DOI：

    10.20009/j.cnki.21-1106/TP.2023-0495

  • Series：

    (I) Electronic Technology ＆ Information Science

  • Subject：

    Automation Technology

  • Classification Code：

    TP181

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