five

Performance comparison table.

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Figshare2017-07-28 更新2026-04-29 收录
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https://figshare.com/articles/dataset/Performance_comparison_table_/5250790
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The optimal α’s of ranking score 〈r〉 for HNBI, RENBI, CRE are (-0.86, -0.76, -0.93) in Movielens, (-1, -0.81, -0.88) in Netflix and (-0.08, -0.53, 0) in Amazon, respectively. And other evaluation metrics—P for precision, AUC, I for intra-similarity, H for hamming distance, 〈k〉 for popularity— take the values corresponding to the optimal α of 〈r〉. The recommendation list L = 100, and the sampling number n in AUC is one million. All the values are obtained by averaging over ten independent runs with different data set divisions and numbers in brackets stand for the standard deviations.
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2017-07-28
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