
Ryan B. answered 03/31/22
6+ years tutoring Linear Algebra
First, a bit of vocabulary:
A linear combination of the vectors v1,...,vn ∈ V is a1v1 + ... + anvn, where a1,...,an ∈ R
Note that a linear combinations of the vectors v1,...,vn ∈ V is itself a vector ∈ V
An equation of dependency of the vectors v1,...,vn ∈ V is an equation where the left-hand side is a linear combination of v1,...,vn ∈ V, and the right-hand side is the zero vector: a1v1 + ... + anvn = 0
Clearly, this equation is true if a1 = ... = an = 0; this is called the trivial solution.
The span of the vectors v1,...vn ∈ V is the set of all linear combinations of those vectors.
The notation: span{v1,...,vn} = {a1v1 + ... + anvn : a1,...,an ∈ R}
We say that {v1,...,vn} is a spanning set for V if V = span{v1,...,vn}
Putting this together, for B = {v1,...,vn}, we have:
(a) "B spans V" means "{v1,...,vn} is a spanning set for V"
(b) "B is linearly independent" means "The only solution to an equation of dependency for v1,...,vn is the trivial solution"
(c) "B is a basis for V" means "{v1,...,vn} is a linearly independent spanning set for V"