论文标题

投射到希尔伯特空间中的矩形双曲线抛物面

Projecting onto rectangular hyperbolic paraboloids in Hilbert space

论文作者

Bauschke, Heinz H., Lal, Manish Krishan, Wang, Xianfu

论文摘要

在$ \ mathbb {r}^3 $中,双曲线抛物面是一个经典的鞍形四个表面。最近,埃尔瑟(Elser)模拟了在$ \ mathbb {r}^n $中使用矩形双曲线抛物线的深度学习中产生的问题。在他的工作的激励下,我们对相关预测进行了严格的分析。在某些情况下,发现此投影等于找到五五季度或立方多项式的某种根。我们还观察到投影不是单胎,并指出与图形和集合的连接。

In $\mathbb{R}^3$, a hyperbolic paraboloid is a classical saddle-shaped quadric surface. Recently, Elser has modeled problems arising in Deep Learning using rectangular hyperbolic paraboloids in $\mathbb{R}^n$. Motivated by his work, we provide a rigorous analysis of the associated projection. In some cases, finding this projection amounts to finding a certain root of a quintic or cubic polynomial. We also observe when the projection is not a singleton and point out connections to graphical and set convergence.

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