Linear Algebra – Finding the Dual Basis

linear algebratransformation

Define the four vectors in $\mathbb{R}^4$ by

$$v_1=\left( \begin{array}{ccc}
1 \\
0 \\
0 \\
0 \end{array} \right),
v_2=\left( \begin{array}{ccc}
1 \\
1 \\
0 \\
0 \end{array} \right),
v_3=\left( \begin{array}{ccc}
1 \\
1 \\
1 \\
0 \end{array} \right),
v_4=\left( \begin{array}{ccc}
1 \\
1 \\
1 \\
1 \end{array} \right). $$

I'm now asked to find the basis dual to $\{v_1,v_2,v_3,v_4 \}$ in $\mathbb{R}^4$, wth each vector expressed as a linear combination of the standard basis in $\mathbb{R}^4$.

Now, this is one of those situations where I 'know' all of the bookwork regarding dual bases etc. however, what seems like a simple application presents quite a hurdle.

Any explanation of how to progress would be very appreciated.

Best Answer

Let $\{u_1,\ldots,u_4\}$ be the dual basis for basis $\{v_1,\ldots, v_4\}$, to be written as co-ordinate (column) vectors relative to the standard basis of $\mathbb{R}^4$. By definition of Dual basis, these sets are biorthogonal, that is, $u_i^T v_j = \delta_{ij}$, for all $i,j$ in $\{1,\ldots,4\}$.

Let $$ U = \left[\begin{matrix} u_1 &u_2& u_3& u_4 \end{matrix}\right] $$ and $$ V = \left[\begin{matrix} v_1 &v_2& v_3& v_4 \end{matrix}\right]. $$

Now the biorthogonality equations can be expressed as $$U^T V = \left[\begin{matrix} 1 & 0 & 0 & 0\\ 0 & 1 & 0 & 0\\ 0 & 0 & 1 & 0\\ 0 & 0 & 0 & 1\\ \end{matrix}\right] = I. $$

So, $U^T=V^{-1}$, which you can easily compute, and the dual basis is formed by the columns of U.