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def: linear combination
a list of vectors v1,…,vn in V of the form a1v1+…+anvn where a in F
def: span
the set of all linear combinations of a list of vectors v1,…,vn in V is denoted as span(v1,…,vn)
thm: span is the smallest containing subspace
the span of a list of vectors in V is the smallest subset of V containing all vectors in the list
def: spans
If span(v1,…,vn)=V then we say the list v1,…,vn spans V
def: finite-dim vector space
V is finite-dim if some list of vectors spans the space
def: polynomial P(F)
a function p from F to F is a polynomial with coefficients in F such that p(z)=a0+a1z+…+amz^m
def: degree of a polynomial
a polynomial p has degree m if p(z)=a0+a1z+…+amz^m and am=!0
def: Pm(F)
the set of all polynomials with coefficients in F and degree at most m
def: infinite-dim vector space
V is infinite-dim if its not finite-dim
def: linearly independent
v1,…,vn in V is linearly independent if the only way from a1v1+…+amvm=0 is for all a=0
def: linearly dependent
v1,…,vn in V is dependent if a1va+…+anvn=0 is true for not all a=0
thm: linear dependence lemma
suppose v1,…,vn is dependent then there exists a vk in the span (v1,…,vk-1) and if the kth term is removed from v1,…,vn the span of the remaining list equals the span(v1,…,vn)
thm: length of independent list <= length of spanning list
in a finite-dim vector space the length of every independent list of vectors is less than or equal to the length of every spanning list
thm: finite-dim subspaces
every subspace of a finite-dim vector space is finite-dim