[Math] the significance of the order in an ordered basis/basis

linear algebra

Throughout my Linear Algebra course I heard reference to the fact that a set must be ordered in some way to be a basis for a space, but never managed to see the importance of this – what is it? What would the consequences be of re-ordering our basis (apart from having to write matrix/vector representations in the some permuted form)?

The motivation of this question is that I've come to a problem where I am to find the dual bases corresponding to a certain bases of some space V. In doing so I've had to take care to order the dual bases carefully with respect to the respective bases of V, which made me wonder where else that the order of a basis becomes significant.

Best Answer

As the others have pointed out, one fundamental use of ordered basis is to specify coordinates. Often, when we say something like $v=(1,2,3)$, we have already assumed that we are talking about coordinates w.r.t. an ordered basis: the canonical basis. If the order is not known, all we know is that $v$ has three coordinates $1,2,3$, but which one is the $x$-coordinate and which ones are $y$ and $z$ would be unknown to us, and hence we cannot be sure where exactly the point $v$ is.

Another purpose of ordering a basis is to make the matrix representation of a linear operator simpler. For instance, consider $f:\mathbb{R}^5\to\mathbb{R}^5$, where the matrix representation of $f$ w.r.t. the canonical basis $A=\{e_1,\ldots,e_5\}$ is given by $$ [f]_A^A=\begin{pmatrix} 3&0&4&0&2\\ 5&4&0&0&4\\ 0&0&2&0&1\\ 2&0&5&1&3\\ 0&0&0&0&1 \end{pmatrix}. $$ Can you tell me the value of $\det f$? For some, the answer can be obtained using only mental calculation, but for the others, the answer is not that easy to obtain. However, if we reorder the basis as $B=\{e_4,e_2,e_1,e_3,e_5\}$, the answer will become utterly obvious: $$ [f]_B^B=\begin{pmatrix} 1&0&2&5&3\\ 0&4&5&0&4\\ 0&0&3&4&2\\ 0&0&0&2&1\\ 0&0&0&0&1 \end{pmatrix}. $$ Admittedly, this example is a bit contrived, but the reordering of bases does sometimes help simplifying the structure of a matrix. For instance, in my answer to a recent question, I had used this trick to make the matrix representation of a certain linear operator block upper triangular, so that I could write down the determinant of this operator immediately.

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