Collective prediction based on community structure
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- 作者：Yasong Jiang ; jiangyasong@hccl.ioa.ac.cn" class="auth_mail" title="E-mail the corresponding author ; Taisong Li ; Yan Zhang ; Yonghong Yan
- 关键词：Community structure ; Collective prediction ; Modularity
- 刊名：Physica A: Statistical Mechanics and its Applications
- 出版年：2017
- 出版时间：1 January 2017
- 年：2017
- 卷：465
- 期：Complete
- 页码：587-598
- 全文大小：3725 K
文摘
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We adapt the community detection algorithm to collective prediction problems.
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The features of nodes in the same community are used as relational features.
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We demonstrate the effectiveness of our proposed algorithm in collective prediction method.
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Our algorithm leads to significant accuracy gains compared to other methods.