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3 在CiteSeerX数据集上的作者重名消歧结果

Table 3 Experimental Results on CiteSeerX(%)

Macro-F1_citeseerx AuthorList AuthorList-NMF NDNE ADNE 本文方法 J Lee 6.41 6.25 42.58 6.62 21.12 S Lee 4.94 4.93 39.79 6.02 33.45 Y Chen 9.45 7.20 47.52 10.07 26.98 C Chen 11.20 4.92 35.63 7.89 18.03 J Smith 9.75 8.51 35.81 9.02 24.47 A Gupta 3.93 5.20 41.14 5.73 23.63 J Martin 17.17 13.83 53.98 22.58 41.05 D Johnson 12.91 15.23 28.55 17.85 24.07 A Kumar 25.67 21.78 35.74 17.96 14.33 M Brown 17.80 19.48 46.11 29.04 24.68