Metric learning-enhanced semi-supervised Graph Convolutional Network for multi-view learning

Huaiyuan Xiao

doi:10.1016/j.inffus.2025.103420

2025-06-23

DOI：10.1016/j.inffus.2025.103420

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摘要

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• 我们针对多视图数据进行了基于深度图的无监督半监督分类。 • 在每个视图中，都重建了一个KNN图和一个半监督图。 • 我们设计了一个GCN网络，该网络使用各个图以及融合图。 • 在隐藏特征上的度量学习利用了三元组损失中的半难样本。 • 在六个公开的多视图数据集上进行了实验。

Keyword:

Information fusion with deep learning

Multi-view learning

Semi-supervised classification

Metric learning

Graph Convolutional Network

期刊

Information Fusion

IF:

15.5

论文数:

4.2K

被引数:

2.7W

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