User:IssaRice/Linear algebra/Dual basis

From Machinelearning

see p. 224 of https://terrytao.files.wordpress.com/2011/06/blog-book.pdf

the following example is based on p. 115 of https://terrytao.files.wordpress.com/2016/12/linear-algebra-notes.pdf

Let V be the space of all mixtures of CO2 and CO, and let β:=(CO2,CO) and β′:=(C,O).

The change of coordinate matrix, from β to β′, is then [IV]ββ′=(1121).

The change of coordinate matrix, from β′ to β, is the inverse of [IV]ββ′, and we have [IV]β′β=([IV]ββ′)−1=(−112−1).

Now let us extend this example to discuss dual spaces.

Given some mixture (i.e. linear combination) a×CO2+b×CO, the dual basis of β consists of two linear functionals (φ1,φ2) such that

φ1(a×CO2+b×CO)=a

φ2(a×CO2+b×CO)=b

Similarly, given some mixture c×C+d×O, the dual space of β′ consists of two linear functionals (ψ1,ψ2) such that

φ1(c×C+d×O)=c

φ2(c×C+d×O)=d