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likuanppd avatar likuanppd commented on July 18, 2024 1

3个citation graph上用这个划分很早就有了,是每个label取20个作为训练集,cora是7类,所以就是140个作为训练集

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likuanppd avatar likuanppd commented on July 18, 2024 1

3个citation graph上用这个划分很早就有了,是每个label取20个作为训练集,cora是7类,所以就是140个作为训练集

您好我想问下这个分类有什么依据在吗

从Kipf的GCN [1]开始,Cora、Citeseer、Pubmed这老三样citation graph就一直用这个划分了,每个类别20个作为训练集

https://arxiv.org/pdf/1609.02907.pdf?fbclid=IwAR0BgJeoKHIAvPuSE9fJ0_IQOEu5l75yxyNo7PUC08RTOFlm_IIo5YmcnQM

[1] Thomas N. Kipf and Max Welling. 2017. Semi-Supervised Classification with Graph Convolutional Networks. In International Conference on Learning Representations (ICLR).

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likuanppd avatar likuanppd commented on July 18, 2024

GCN里的划分就是140:500:1000,每个label取20个做训练集,不要想当然啊

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Ireliafans avatar Ireliafans commented on July 18, 2024

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r1ght0us avatar r1ght0us commented on July 18, 2024

3个citation graph上用这个划分很早就有了,是每个label取20个作为训练集,cora是7类,所以就是140个作为训练集

您好我想问下这个分类有什么依据在吗

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r1ght0us avatar r1ght0us commented on July 18, 2024

3个citation graph上用这个划分很早就有了,是每个label取20个作为训练集,cora是7类,所以就是140个作为训练集

您好我想问下这个分类有什么依据在吗

从Kipf的GCN [1]开始,Cora、Citeseer、Pubmed这老三样citation graph就一直用这个划分了,每个类别20个作为训练集

https://arxiv.org/pdf/1609.02907.pdf?fbclid=IwAR0BgJeoKHIAvPuSE9fJ0_IQOEu5l75yxyNo7PUC08RTOFlm_IIo5YmcnQM

[1] Thomas N. Kipf and Max Welling. 2017. Semi-Supervised Classification with Graph Convolutional Networks. In International Conference on Learning Representations (ICLR).

太牛逼了,谢谢您!终于找到这是为啥了

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