Subjects linear algebra

Basis Linear Code B39F9A

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1. **Problem statement:** We are given a linear code $C$ with a spanning set $\{11110111, 01100011, 00110010, 11001010, 01010001\}$. We need to find a basis for $C$. 2. **Recall:** A basis for a linear code is a minimal set of linearly independent vectors that span the code. Since the given set spans $C$, the basis is a linearly independent subset of these vectors. 3. **Step:** Write the vectors as rows of a matrix and perform row reduction to find the linearly independent vectors. The matrix is: $$\begin{bmatrix} 1 & 1 & 1 & 1 & 0 & 1 & 1 & 1 \\ 0 & 1 & 1 & 0 & 0 & 0 & 1 & 1 \\ 0 & 0 & 1 & 1 & 0 & 0 & 1 & 0 \\ 1 & 1 & 0 & 0 & 1 & 0 & 1 & 0 \\ 0 & 1 & 0 & 1 & 0 & 0 & 0 & 1 \end{bmatrix}$$ 4. **Row reduce:** - Use the first row as pivot. - Subtract first row from fourth row: $$\text{Row}_4 \to \text{Row}_4 - \text{Row}_1 = \cancel{1}-\cancel{1}, \cancel{1}-\cancel{1}, 0-1, 0-1, 1-0, 0-1, 1-1, 0-1 = 0,0,-1,-1,1,-1,0,-1$$ - Since we are in binary (mod 2), $-1 \equiv 1$, so: $$0,0,1,1,1,1,0,1$$ 5. **Update matrix:** $$\begin{bmatrix} 1 & 1 & 1 & 1 & 0 & 1 & 1 & 1 \\ 0 & 1 & 1 & 0 & 0 & 0 & 1 & 1 \\ 0 & 0 & 1 & 1 & 0 & 0 & 1 & 0 \\ 0 & 0 & 1 & 1 & 1 & 1 & 0 & 1 \\ 0 & 1 & 0 & 1 & 0 & 0 & 0 & 1 \end{bmatrix}$$ 6. **Check linear dependence:** - Rows 3 and 4 are similar except for the fifth and sixth entries. - Subtract row 3 from row 4: $$\text{Row}_4 \to \text{Row}_4 - \text{Row}_3 = 0,0,\cancel{1}-\cancel{1}, \cancel{1}-\cancel{1}, 1-0, 1-0, 0-1, 1-0 = 0,0,0,0,1,1,1,1$$ 7. **Update matrix:** $$\begin{bmatrix} 1 & 1 & 1 & 1 & 0 & 1 & 1 & 1 \\ 0 & 1 & 1 & 0 & 0 & 0 & 1 & 1 \\ 0 & 0 & 1 & 1 & 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 & 1 & 1 & 1 & 1 \\ 0 & 1 & 0 & 1 & 0 & 0 & 0 & 1 \end{bmatrix}$$ 8. **Check row 5:** - Subtract row 2 from row 5: $$\text{Row}_5 \to \text{Row}_5 - \text{Row}_2 = 0, \cancel{1}-\cancel{1}, 0-1, 1-0, 0-0, 0-0, 0-1, 1-1 = 0,0,-1,1,0,0,-1,0$$ - Mod 2: $$0,0,1,1,0,0,1,0$$ 9. **Update matrix:** $$\begin{bmatrix} 1 & 1 & 1 & 1 & 0 & 1 & 1 & 1 \\ 0 & 1 & 1 & 0 & 0 & 0 & 1 & 1 \\ 0 & 0 & 1 & 1 & 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 & 1 & 1 & 1 & 1 \\ 0 & 0 & 1 & 1 & 0 & 0 & 1 & 0 \end{bmatrix}$$ 10. **Rows 3 and 5 are identical, so row 5 is dependent and can be removed.** 11. **Final basis vectors correspond to rows 1, 2, 3, and 4:** $$\{11110111, 01100011, 00110010, 00011111\}$$ **Answer:** A basis for $C$ is $\{11110111, 01100011, 00110010, 00011111\}$.