Eliminating cross product terms of a symmetric bilinear form.

bilinear-formlinear algebraquadratic-formssymmetric matrices

Let $A$ be a symmetric bilinear form on $\mathbb R^n$.For the basis $\{\alpha_1,…,\alpha_n\}$ we have $A(x,y)=\sum\limits_i\sum\limits_j A(\alpha_i,\alpha_j)x_iy_j$.My question is how to find a new basis $\{\beta_1,…,\beta_n\}$ such that $A(x,y)=\sum\sum A(\beta_i,\beta_i)x_iy_i$.In particular for the bilinear form $A(x,y)=x_1y_1+2x_2y_2+x_1y_2+x_2y_1$ how to find a basis with respect to which the bilinear form will have no cross product term i.e. $x_iy_j$ for $i\neq j$.I think the process is to find an orthogonal basis obtained by Gram-Schmidt orthogonalization,am I correct? I think the basis $\{(1,0),(-1,1)\}$ is the required one.

Best Answer

As Jean Marie indicated in the comments, this can be solved by diagonalizing the matrix of $A$, which is $$M=\begin{pmatrix}1&1\\1&2\end{pmatrix}$$ To do this, you can first compute the eigenvalues as the roots of the characteristic polynomial $$\det(\lambda I-M)=\begin{vmatrix}\lambda-1&-1\\-1&\lambda-2\end{vmatrix}=(\lambda-1)(\lambda-2)-(-1)(-1)=\lambda^2-3\lambda+1$$ The roots are just $\lambda_1=\tfrac{1}{2}(3+\sqrt{5})$ and $\lambda_2=\tfrac{1}{2}(3-\sqrt{5})$. Then solve the corresponding linear systems $Mv=\lambda_1v$ and $Mv=\lambda_2v$ to obtain the eigenvectors $v_1=\bigl(\tfrac{1}{2}(-1+\sqrt{5}),1\bigr)$ and $v_2=\bigl(\tfrac{1}{2}(-1-\sqrt{5}),1\bigr)$. The basis $v_1,v_2$ diagonalizes $A$. For example, you can verify that $$A(v_1,v_2)=\frac{1}{4}(-4)+2-\frac{1}{2}+\frac{\sqrt{5}}{2}-\frac{1}{2}-\frac{\sqrt{5}}{2}=0$$ and similarly $A(v_2,v_1)=0$.

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