基于伪标签细化和语义对齐的异构域自适应

吴兰,崔全龙

Heterogeneous domain adaptation based on pseudo label refinement and semantic alignment

Lan WU,Quan-long CUI

表 5 不同方法在 Multilingual Reuters Collection数据集上进行文本到文本异构迁移的分类结果

Tab.5 Classification results of different methods for text-to-text heterogeneous migration on Multilingual Reuters Collection dataset

方法 Acc% E→S F→S G→S I→S 平均值 SVMt 67.70 67.70 67.70 67.70 67.70 NNt 68.20 68.20 68.20 68.20 68.00 NNst 67.72 67.23 67.53 67.76 67.56 MMDT 68.21 65.66 67.24 67.13 67.06 SHFA 70.33 70.32 70.33 70.33 70.33 G-JDA 68.53 69.51 69.62 69.63 69.32 CDLS 68.36 68.54 68.61 68.50 68.50 DDASL 70.15 70.92 70.23 70.50 70.45 STN 73.82 74.55 73.71 74.22 74.08 SSAN 76.16 76.61 76.72 77.16 76.66 LG 73.21 71.94 72.53 66.98 71.17 SDA-PPLS 75.55 74.38 74.33 75.71 74.99 本研究 77.04 77.74 78.18 78.05 77.75