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2 在ArnetMiner数据集上的作者重名消歧结果

Table 2 Experimental Results on ArnetMiner (%)

Macro-F1_ arnetminer AuthorList AuthorList-NMF NDNE ADNE 本文方法 Lei Wang 23.09 20.04 76.97 28.39 78.64 Jing Zhang 24.58 25.37 73.48 49.56 77.04 Yu Zhang 27.98 17.51 60.28 19.24 55.86 Bin Li 25.82 19.86 80.34 42.11 78.30 Yang Wang 19.01 18.70 53.06 21.07 54.42 Hao Wang 17.23 9.15 54.81 30.67 50.49 Wei Xu 24.57 18.81 66.46 25.05 72.58 Bo Liu 19.24 25.66 86.71 19.05 79.65 Gang Chen 25.79 9.77 63.07 28.09 67.99 Lei Chen 21.13 11.77 60.37 28.96 60.67