Math Problem Statement
Consider an m×n matrix A such that every column of A contains either only zero elements or zero elements throughout except one which has the value unity. Show that every minor of A has either has the value 0 or ±1.
Solution
Let's consider the matrix , where each column is either a zero column (all elements in the column are zero) or a column that contains all zero elements except for a single element which is equal to 1 (called a "standard basis vector"). We want to show that every minor of has a value of either 0 or .
Minor of a matrix:
A minor is the determinant of a square submatrix formed by selecting certain rows and columns from the matrix. To show that every minor of has the value 0 or , we will analyze how the structure of affects the determinants of these square submatrices.
Step 1: Structure of matrix
Each column of falls into one of two categories:
- Zero column: A column consisting entirely of zeroes.
- Standard basis column: A column that has exactly one element equal to 1, with all other elements being zero.
Therefore, matrix is highly structured: it is composed of some zero columns and some columns that are part of the standard basis for .
Step 2: Forming a minor
When we calculate a minor, we extract a square submatrix by selecting certain rows and columns from . The value of this minor depends on which columns we select:
- If one of the selected columns is a zero column, the determinant of the submatrix will be zero because that column contributes no non-zero entries.
- If none of the selected columns are zero columns, each column will be a standard basis vector.
Step 3: Determinant of a submatrix of standard basis vectors
If the selected columns are standard basis vectors, the submatrix will have a particularly simple structure:
- Each column has exactly one element equal to 1, with all other elements equal to 0.
- Each row and column of the submatrix will have exactly one entry equal to 1, and all other entries will be 0, which corresponds to a permutation matrix.
The determinant of a permutation matrix is either or , depending on whether the corresponding permutation is even or odd. Therefore, if the submatrix consists entirely of standard basis columns, the determinant will be either or .
Step 4: Conclusion
- If any zero column is included in the minor, the determinant of the submatrix will be 0.
- If all columns are standard basis columns, the submatrix will be a permutation matrix, and its determinant will be either or .
Thus, every minor of has a determinant that is either , , or .
Do you want more details or have any questions?
Here are 5 questions related to this topic:
- How does the structure of a matrix influence the value of its minors?
- What is a standard basis vector, and how does it affect matrix minors?
- Can you find examples of matrices where all minors are zero?
- How does the determinant of a permutation matrix relate to the sign of a permutation?
- What other matrix types have minors restricted to specific values?
Tip: Understanding the properties of permutation matrices is essential in grasping how determinants of structured matrices behave.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Matrix Minors
Determinants
Permutation Matrices
Formulas
Determinant formula for permutation matrices
Minor determinant calculation
Theorems
Determinant of permutation matrices
Properties of standard basis vectors
Suitable Grade Level
Undergraduate Level