Knowledge Network Node
Computer Science. 2023, (06) Core

Noise Estimation and Filtering Methods with Limit DistanceChinese Full Text

JIANG Gaoxia;QIN Pei;WANG Wenjian;School of Computer and Information Technology,Shanxi University;Key Laboratory of Computational Intelligence and Chinese Information Processing of Ministry of Education (Shanxi University);

Abstract: Machine learning has made remarkable progress and has been successfully applied to many fields in recent years.However, many learning models or algorithms are highly dependent on data quality.Complex label noise usually exists in a large number of datasets in practical applications, so machine learning faces severe challenges in low-quality data modeling and label noise processing.To solve the numerical label noise problem in regression, this paper studies the correlation between label estimatio... More
Keywords：

Numerical label noise; Regression; Noise estimation; Limit distance noise filtering;

  • Series：

    (I) Electronic Technology ＆ Information Science

  • Subject：

    Automation Technology

  • Classification Code：

    TP181

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