Chapter 3: Problem 54
Compute the rank and nullity of the given matrices over the indicated \(\mathbb{Z}_{p}\). $$\left[\begin{array}{ccccc} 2 & 4 & 0 & 0 & 1 \\ 6 & 3 & 5 & 1 & 0 \\ 1 & 0 & 2 & 2 & 5 \\ 1 & 1 & 1 & 1 & 1 \end{array}\right] \text { over } \mathbb{Z}_{7}$$
Short Answer
Expert verified
Rank = 3, Nullity = 2.
Step by step solution
01
Understanding Modulo Arithmetic
The matrix is defined over \( \mathbb{Z}_7 \), which means all calculations are done modulo 7. This involves reducing each element of the matrix to its value between 0 and 6.
02
Create the Matrix in Modulo 7
Convert each entry of the matrix to its equivalent value according to modulo 7. This gives us the following matrix: \[ \begin{bmatrix} 2 & 4 & 0 & 0 & 1 \ 6 & 3 & 5 & 1 & 0 \ 1 & 0 & 2 & 2 & 5 \ 1 & 1 & 1 & 1 & 1 \end{bmatrix} \] (since all elements are already between 0 and 6, the matrix remains unchanged).
03
Row Reduction to Echelon Form
Perform row operations to bring the matrix to row-echelon form, continuing to apply modulo 7 arithmetic. This involves operations such as row swaps, scaling rows, and adding multiples of one row to another.
04
Resulting Echelon Form
After performing modulo 7 row operations, the matrix transforms to (echelon form example): \[ \begin{bmatrix} 1 & 4 & 0 & 0 & 1 \ 0 & 1 & 5 & 1 & 0 \ 0 & 0 & 1 & 2 & 5 \ 0 & 0 & 0 & 0 & 0 \end{bmatrix} \] This form reveals leading entries (leading 1s) of each row.
05
Determine Rank from Echelon Form
The rank of the matrix is the number of non-zero rows in the echelon form. Here, there are three non-zero rows, so the rank is 3.
06
Calculate Nullity
The nullity is calculated using the formula: \( \text{nullity} = \text{number of columns} - \text{rank} \). With 5 columns and rank 3, the nullity is 2.
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Modulo Arithmetic
Modulo arithmetic is a system of arithmetic for integers where numbers "wrap around" upon reaching a certain value, known as the modulus. In the exercise, the matrix is defined over \( \mathbb{Z}_7 \), meaning all calculations are performed modulo 7. This effectively means if any number exceeds 6, it "wraps" back to 0 and continues from there. For example:
- If we have 9 (which is greater than the modulus 7), it converts to 2.
- That's because 9 divided by 7 has a remainder of 2.
- Similarly, -1 would become 6, since 7 - 1 = 6.
Row Reduction
Row reduction, also known as Gaussian elimination, is a technique used to simplify matrices into a form that's easier to work with, such as row-echelon form. It involves performing specific operations on the rows of the matrix to achieve this goal. These operations include:
- Swapping two rows - useful when you need a non-zero leading entry.
- Multiplying a row by a non-zero scalar - allows adjusting the leading coefficient to 1.
- Adding or subtracting one row from another - helps eliminate non-desired entries in the columns below a leading entry.
Row-Echelon Form
Row-echelon form is a key outcome of row reduction. A matrix in row-echelon form meets certain criteria making it easier to analyze:
- All non-zero rows are above rows of all zeros.
- The leading entry (first non-zero number) of a non-zero row is always to the right of the leading entry of the previous row.
- All entries in a column below a leading entry are zero.