动态网络映射
动态网络映射的核心问题
1、Out-of-sample nodes
2、Incremental edges
3、Aggregated error
4、Scalable optimization
Out-of-sample nodes
DepthLGP
DepthLGP = Non-parametrric GP + DNN
Incremental edges
DHPE：Generalizaed Eigen Perturbation
Aggregated error
TIMERS：A theoretically guaranteed SVD restart strategy
Scalable optimization
D-SGD：A iteration-wise weighted SGD for highly dynamic data
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