Friday, 7 March 2008

linear algebra - How many parameters are needed to specify a k-dimensional subspace of R^d?

What is the number Ndk of real-valued parameters that are needed to specify a k-dimensional subspace of mathbbRd? And how can these parameters be interpreted?




I know: Nd1=Ndn1=d1=binomd11.



The parameters can be interpreted as the d components of a vector spanning the 1-dimensional subspace minus its (arbitrary) length.



I know: N31=N32=2=binom321.



The parameters can be interpreted as two angles or as the three components of a normal vector of the 2-dimensional subspace minus its (arbitrary) length.



I know: Nd2=Ndd2=binomd21



I believe this, because a d-dimensional rotation has binomd2 degrees of freedom, one for the rotation angle, the remaining binomd21 ones for the (d-2)-dimensional (hyper)plane of rotation which also defines a 2-dimensional hyperplane as its orthogonal complement.



Question: How do I know that binomd2 is the number of degrees of freedom of a d-dimensional rotation?



How can these binomd2 parameters of a rotation or the binomd21 parameters of a 2-dimensional hyperplane be interpreted (maybe even intuitively)?




I guess that Ndk, the number of parameters that are needed to specify a k-dimensional subspace of mathbbRd, is given by binomdk1. How can this be shown? Only formally by mathematical induction or more directly, using e.g. the observation, that there are binomdk k-dimensional subspaces of mathbbRd spanned by k of d elements of an orthonormal basis of mathbbRd?

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