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Bilinear Forms
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Matrix Representation of Bilinear Forms
A bilinear form can be represented by a matrix such that for column vectors . Example: The matrix representing the dot product in is the identity matrix .
Induced Norm from a Bilinear Form
A norm can be induced from a positive definite bilinear form by defining . Example: The standard Euclidean norm arises from the dot product.
Definition of a Bilinear Form
A bilinear form on a vector space is a function that is linear in each of its two arguments. Given a vector space V over a field F, a bilinear form is a map such that for all and , and .
Change of Basis for Bilinear Forms
Under a change of basis by an invertible matrix , a bilinear form with matrix transforms to . Example: Changing from the standard basis to another orthonormal basis in does not change the matrix for the dot product.
Nondegenerate Bilinear Form
A bilinear form is nondegenerate if the only vector that satisfies for all is the zero vector. Example: The dot product in is nondegenerate.
Alternating Bilinear Form
A bilinear form is alternating if for all . Example: The determinant of a matrix when considering the standard bilinear form on .
Bilinear Form Associated Quadratic Form
A quadratic form associated with a bilinear form is given by . Example: The function for is the quadratic form associated with the standard dot product.
Rank of a Bilinear Form
The rank of a bilinear form is the rank of its matrix representation. It represents the maximal number of linearly independent columns (or rows).
Coercivity of a Bilinear Form
A bilinear form is coercive if there exists such that for all . This implies that is bounded below by a positive constant times the square of the norm.
Symmetric Bilinear Form
A bilinear form is symmetric if for all . Example: The dot product on , where .
Kernel of a Bilinear Form
The kernel of a bilinear form is the set of vectors such that for all . For nondegenerate forms, the kernel is trivial, containing only the zero vector.
Positive Definite Bilinear Form
A bilinear form is positive definite if for all nonzero vectors . Example: The dot product on is positive definite.
Signature of a Bilinear Form
The signature of a bilinear form is the pair of integers , counting the numbers of positive and negative eigenvalues of the associated matrix. Example: The signature of the Minkowski space-time metric is .
Skew-Symmetric Bilinear Form
A bilinear form is skew-symmetric if for all . Example: The standard symplectic form on .
Orthogonality in Bilinear Forms
Two vectors and are orthogonal with respect to a bilinear form if . Example: In Euclidean space with the dot product, perpendicular vectors are orthogonal.
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