基于网络表示学习的作者重名消歧研究*
余传明,钟韵辞,林奥琛,安璐

Author Name Disambiguation with Network Embedding
Yu Chuanming,Zhong Yunci,Lin Aochen,An Lu
表4 在DBLP数据集上的作者重名消歧结果
Table 4 Experimental Results on DBLP(%)
Macro-F1_dblp AuthorList AuthorList-NMF NDNE ADNE 本文
方法
Wei Wang 12.94 2.37 70.30 12.73 29.56
Yi Zhang 24.91 10.89 34.68 39.31 31.98
Jian Zhang 30.43 13.46 33.83 33.13 23.52
Jing Wang 16.67 11.92 77.00 58.33 67.71
Lei Zhang 5.94 9.68 50.54 8.96 19.28
Wei Li 18.94 4.67 42.52 31.45 32.03
Yang Wang 16.07 12.52 39.98 30.68 47.67
Minsoo Kim 17.73 21.08 43.24 33.85 52.34
Rui Wang 32.16 11.04 50.55 25.38 55.83
Jun Sun 17.42 16.97 58.04 24.57 40.63