Generalized Power Method for Sparse Principal Component Analysis

文章目录

Generalized Power Method for Sparse Principal Component Analysis
这篇文章,看的晕晕的,但是被引用了400多次了,就简单地记一笔。

Generalized Power Method for Sparse Principal Component Analysis
这个东西,因为1\ell_1范数,所以会稀疏化,当然,和γ\gamma有关。
Generalized Power Method for Sparse Principal Component Analysis

重点

我想重点写的地方是下面这个改写:
Generalized Power Method for Sparse Principal Component Analysis
他们这些人都太会玩了。
Generalized Power Method for Sparse Principal Component Analysis
还有一些别的约束方法,比如0\ell_0
Generalized Power Method for Sparse Principal Component Analysis
这个问题不知道该怎么求解,
Generalized Power Method for Sparse Principal Component Analysis

接下来,把单一向量的求解扩展到了块求解,这里只做一个记号。

算法

Generalized Power Method for Sparse Principal Component Analysis