A family of vectors of is:
- generating (of ) when ;
free (its vectors linearly independent) when
otherwise linked;
- a basis when it is free and generating.
Examples
Example 18.16
The canonical basis of : ( in slot ). The monomials : a basis of (freeness: a null combination is the zero polynomial, so all coefficients vanish, Definition 8.1). In over : the basis .
Example 18.18 (Testing a candidate basis, start to finish)
Is a basis of ? Write for the three polynomials. Freeness: a null combination gives, coefficient by coefficient,
subtracting the first two, , then the third gives : , free. Generating: instead of solving three systems, notice the symmetric combination
so ; then
The monomials lie in the span, so everything does: is a basis. As a bonus, assembling the three displays gives the coordinates of any :
(Sanity check with : coordinates , as found above.) Two lessons: symmetry in the family usually hides a shortcut combination; and once dimension is available (Chapter 19), the whole generating half of this work will come free of charge — three free vectors of a -dimensional space always form a basis.
Example 18.20 (The staircase principle)
Let with for each (a “staircase” of degrees). Then is a basis of . Freeness is Proposition 18.19 (1). For the generating property, argue by finite descent on the degree: let , , of degree , with leading coefficient , and let be the leading coefficient of . Then has degree (the top terms cancel); replacing by this difference and iterating, after at most steps one reaches the zero polynomial, and unwinding the subtractions expresses as a combination of the . Two staircases already met: the shifted powers (Exercise 18.4), and the Newton products , put to work in the weekend problem.