How do I expand an inner product of a matrix?

190 Views Asked by At

How would I go about expanding the inner product $$\langle av+bw,cx+dy\rangle?$$ I'm confused since you can only add to one side at a time. For example it makes sense to me that $$\langle av+bw,x\rangle=a\langle v,x\rangle+b\langle w,x\rangle,$$ but I'm confused as to how it's possible to have multiple terms as part of both terms.

Thanks!

1

There are 1 best solutions below

1
On BEST ANSWER

Since you understand the idea of linearity in the first argument, all you have to do is compute the bilinearity sequentially, as follows $$ \langle av+bw,cx+dy\rangle=a\langle v,cx+dy\rangle + b\langle w,cx+dy\rangle $$ Then now, consider linearity with the second argument, which gives $$ \langle av+bw,cx+dy\rangle=ac\langle v,x\rangle + ad\langle v,y\rangle+bc\langle w,x\rangle + bd\langle w,y\rangle $$