I'm considering the following model.
Given $x_i\in\mathbb{R}^n$, $i\in \{1,2,\ldots,N\}$, where $n\leq N$.
$X=[x_1,x_2,\ldots,x_N]$ and a full-rank $W\in \mathbb{R}^{N\times N}$
$P=[p_1,p_2,\ldots,p_d]$, where $d<n$ and $p_i$ is the generalized eigenvector vector corresponding to the $i$-th smallest eigenvalues of the following problem
$$XWX^Tp=\lambda XX^Tp.$$
I want to show that $$x_i=P(P^TP)^{-1}P^Tx_i,\forall\ i\in{1,2,\ldots,N}.$$
I don't know how to start the proof.
Any help would be appreciated!
2026-02-23 20:35:18.1771878918
A proof about generalized eigenvalue problem
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This is not true. If $W=I_N$ and $\lambda=1$, the equation $XWX^Tp=\lambda XX^Tp$ is always satisfied regardless of the values of $X$ and $p$. Now, if $n>d=1$, take any $p\ne0$. Then $p(p^Tp)^{-1}p^T$ is singular. Hence there exists some vector $x$ such that $x\ne p(p^Tp)^{-1}p^Tx$. Duplicate $x$ to form a matrix $X$. Now we get a counterexample.