A hybrid transfer learning algorithm incorporating TrSVM with GASEN

Open Webpage

Rui Ye, Qun Dai, Meiling Li

Published: 01 Jan 2019, Last Modified: 17 Jul 2025Pattern Recognit. 2019EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•TrSVM is a novel transfer learning model based on Support Vector Machine.•TrSVM constructs a representative subset of source data by using support vectors.•TrSVM discards redundant data and effectively reduces the computational cost.•TrGASVM assigns corresponding weights to different support vectors in the representative subset of source data.•TrGASVM accomplishes the pruning process by incorporating the principle of GASEN.