Mathematical Analysis on Out-of-Sample Extensions

Jianzhong Wang

Let $X=\mathbf{X}\cup \mathbf{Z}$ be a data set in ${\mathbb{R}}^D$, where $\mathbf{X}$ is the training set and $\mathbf{Z}$ is the test one. Many unsupervised learning algorithms bas…