Tighter Bound Estimation of Sensitivity Analysis for Incremental and Decremental Data Modification

no code implementations • 6 Mar 2020 • Kaichen Zhou, Shiji Song, Gao Huang, Wu Cheng, Quan Zhou

Specifically, the proposed algorithm can be used to estimate the upper and lower bounds of the updated classifier's coefficient matrix with a low computational complexity related to the size of the updated dataset.

Incremental Learning L2 Regularization