183 citations · 1.2k across the 49 of their papers we have counts for
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cs.LG2016★ 4 cited
KSR: A Semantic Representation of Knowledge Graph within a Novel Unsupervised Paradigm
Han Xiao, Minlie Huang, Xiaoyan Zhu
Knowledge representation is a long-history topic in AI, which is very important. A variety of models have been proposed for knowledge graph embedding, which projects symbolic entit…
cs.LG2015★ 3 cited
Margin-Based Feed-Forward Neural Network Classifiers
Han Xiao, Xiaoyan Zhu
Margin-Based Principle has been proposed for a long time, it has been proved that this principle could reduce the structural risk and improve the performance in both theoretical an…
cs.LG2015★ 1 cited
Max-Entropy Feed-Forward Clustering Neural Network
Han Xiao, Xiaoyan Zhu
The outputs of non-linear feed-forward neural network are positive, which could be treated as probability when they are normalized to one. If we take Entropy-Based Principle into c…