Math Problem Statement

given matrices A, B if for every i,j where b[i,j] is not 0 then the i-th column of A is 0. What can we know about AB

Solution

Given matrices AA and BB, where for every i,ji, j such that b[i,j]b[i, j] is not 0, the ii-th column of AA is 0, we can deduce that the matrix product ABAB will be the zero matrix.

Explanation:

  • Consider the matrix product ABAB. The element at position (i,j)(i, j) in the product ABAB is given by: [ (AB)[i, j] = \sum_{k} a[i, k] \cdot b[k, j] ] where a[i,k]a[i, k] and b[k,j]b[k, j] are the elements of matrices AA and BB respectively.

  • Given that whenever b[k,j]0b[k, j] \neq 0, the kk-th column of AA is entirely zero. This means that for any kk where b[k,j]b[k, j] is non-zero, all elements in the kk-th column of AA, including a[i,k]a[i, k], are zero.

  • Thus, each term in the sum ka[i,k]b[k,j]\sum_{k} a[i, k] \cdot b[k, j] is zero because either b[k,j]=0b[k, j] = 0, or if b[k,j]0b[k, j] \neq 0, then a[i,k]=0a[i, k] = 0.

  • Therefore, each entry (AB)[i,j](AB)[i, j] is zero, meaning the entire matrix ABAB is the zero matrix.

Summary:

The product ABAB is the zero matrix.


Would you like any additional details or have any questions? Here are some related questions to consider:

  1. What are the conditions under which a matrix product results in the zero matrix?
  2. How does the structure of matrix AA affect the product ABAB?
  3. What can be inferred if matrix AA has no zero columns but ABAB is still the zero matrix?
  4. Can matrix BB be a zero matrix if ABAB is the zero matrix?
  5. How would the conclusion change if b[i,j]=0b[i, j] = 0 for all i,ji, j?
  6. What if matrix BB is an identity matrix, what does that imply about matrix AA?
  7. How does the rank of matrices AA and BB affect ABAB?
  8. What happens if the columns of AA are linearly dependent?

Tip: When dealing with matrix multiplication, analyzing the sparsity and structure of the matrices can provide insights into the resulting product without performing the entire multiplication.

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Math Problem Analysis

Mathematical Concepts

Matrix Multiplication
Zero Matrix

Formulas

Matrix product formula (AB)[i, j] = \sum_{k} a[i, k] \cdot b[k, j]

Theorems

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Suitable Grade Level

Advanced Level