Tag: cauchy

  • On the Robustness of Kernel Ridge Regression Using the Cauchy Loss Function

    On the Robustness of Kernel Ridge Regression Using the Cauchy Loss Function arXiv:2503.20120v1 Announce Type: new Abstract: Robust regression aims to develop methods for estimating an unknown regression function in the presence of outliers, heavy-tailed distributions, or contaminated data, which can severely impact performance. Most existing theoretical results in robust regression assume that the noise…