I'm trying to find out the intersection between a $d$ dimensional sphere and a $d-1$ dimensional subspace (generalization of a sphere and plane intersection). I'm pretty sure that the intersection is a $d-1$ dimensional sphere but I don't know how to show it for the general subspace.
I can show that the intersection is a $d-1$ dimensional sphere only for a very specific subspace and not the general subspace:
If a general point of the subspace if of the following form: $(x_1,x_2,\cdots,x_{d-1},0)$ (generalization of $XY$ plane in $3D$)
and a sphere is of the form: $(x_1-c_1)^2+(x_2-c_2)^2+\cdots+(x_{d-1}-c_{d-1})^2+(x_d-c_d)^2=R^2$
$(c_1,c_2,\cdots,c_d)$ is the center of the sphere and $R$ is its radius.
Then it's easy to see that the intersection between the sphere and the subspace can be calculated by substituting $x_d=0$ in the sphere equation so we get that the intersection is: $(x_1-c_1)^2+(x_2-c_2)^2+\cdots+(x_{d-1}-c_{d-1})^2=R^2-c_d^2$ which is a $d-1$ dimensional sphere.
But how can I show it for any subspace? Is the intersection is still a $d-1$ dimensional sphere for the general case as well? I will appreciate any help or link that explains about it if exists (didn't find any link).
Thanks in advance.
Here’s an outline of how to do this using homogeneous coordinates. The sphere is represented by a matrix of the form $$Q = \left[\begin{array}{c|c}I & -\tilde{\mathbf C} \\ \hline -\tilde{\mathbf C}^T & \tilde{\mathbf C}^T\tilde{\mathbf C}-R^2\end{array}\right],$$ where $\tilde{\mathbf C}$ is the inhomogeneous Cartesian coordinate vector of the sphere’s center. You can parameterize the subspace as $\mathbf X = M\mathbf x$, where $M$ is a full-rank $n\times(n+1)$ matrix. The columns of $M$ form a basis for this space. Points in the intersection of the sphere and subspace then satisfy $$(M\mathbf x)^TQ(M\mathbf x)= 0,$$ i.e., in the coordinate system defined by $M$, the intersection is the quadric with matrix $M^TQM$. For a suitable and natural choice for $M$, you can then show that this matrix represents a $(d-1)$-sphere.