基于网络表示学习的作者重名消歧研究*
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余传明,钟韵辞,林奥琛,安璐
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Author Name Disambiguation with Network Embedding
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Yu Chuanming,Zhong Yunci,Lin Aochen,An Lu
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表4 在DBLP数据集上的作者重名消歧结果
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Table 4 Experimental Results on DBLP(%)
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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 |
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