lecture 8 - vector spaces 2 Flashcards
What is basis?
B = {V1, V2, .. , Vn} are basis if properties:
- vectors linearly independent
- vectors span the vector space (check against vector space principles)
They are the basis if :when multiplied by any (x,y) or (x,y,z), it produces a vector in the space
What is steinitz lemma?
If you have linearly independent set of vectors (remove dependencies by cancelling), then the number of vectors in the independent set cannot exceed the number of vectors in the spanning set.
> maximum size of a linearly independent set is same as its size of a basis
How to find the basis ?
if 2D, check if they are not multiples of each other
if 3D, put the vectors in a matrix and check if determinant is nonzero (non singular)
if independent and matches space’s dimension then its a basis!!
What is dimension?
symbolised as dim(E).
dimension is the order of the basis.
e.g. a 3D space like R^3 will have the dimension of 3.
> max number of linearly independent vectors of E
> minimum number of vectors spanning E
What is grassmans formula?
For vector subspaces (U,+, .) and (V, +, .) of (E,+, .)
Then dim(U + V) + dim (U n V) = dim(U) + dim(V)
If we sum two sets, its resulting dimension depends on each set separately and their intersection