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📘 linear algebra

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Angle Between Vectors
1. **State the problem:** Find the angle between vectors $\mathbf{u} = [-1, 3, 4]$ and $\mathbf{w} = [-2, -1, 3]$. 2. **Formula used:** The angle $\theta$ between two vectors $\mat
Vector Magnitude
1. **State the problem:** We need to find the magnitude of the vector $3\mathbf{u} - \mathbf{v} + 2\mathbf{w}$ where $\mathbf{u} = [-1, 3, 4]$, $\mathbf{v} = [2, 1, -1]$, and $\mat
Vector Norm
1. **State the problem:** We are given a vector $w = [-2, -1, 3]$ and need to find the quantity $\left\| \frac{4}{5} w \right\|$. 2. **Recall the formula:** The norm (or length) of
Parametric Solutions
1. **Problem 15(a):** Solve the system $$\begin{cases} 2x - 3y = 1 \\ 6x - 9y = 3 \end{cases}$$
Subspace Check
1. **Problem Statement:** Check whether the following sets form subspaces of their respective vector spaces.
Population Growth
1. **State the problem:** We have a population vector $\bar{P}_k = \begin{bmatrix} R_k \\ S_k \end{bmatrix}$ representing rats ($R_k$) and skunks ($S_k$) at year $k$. The populatio
Commutator Identity
1. **Problem Statement:** We are given a matrix $A$ of size $2025 \times 2025$ and asked if there exists another matrix $B$ of the same size such that $$AB - BA = I_{2025 \times 20
Determinant Elementary
1. Misalkan matriks $B = \begin{bmatrix} 3 & -2 & 0 \\ -2 & 3 & 0 \\ 0 & 0 & 5 \end{bmatrix}$. Kita diminta menentukan determinan $\det(B)$ menggunakan operasi baris elementer. 2.
Linear Transformations
1. **State the problem:** Determine which of the given transformations are linear transformations. 2. **Recall the definition of a linear transformation:** A transformation $T$ is
Matrix Vector Products
1. **Problem Statement:** Given the matrix $$[S_{ij}] = \begin{bmatrix} 1 & 0 & 2 \\ 0 & 1 & 2 \\ 3 & 0 & 3 \end{bmatrix}$$ and the vector $$[a_i] = \begin{bmatrix} 1 \\ 2 \\ 3 \en
Matrix Vector Products
1. **Problem Statement:** Given the matrix $$S = \begin{bmatrix}1 & 0 & 2 \\ 0 & 1 & 2 \\ 3 & 0 & 3\end{bmatrix}$$ and the vector $$a = \begin{bmatrix}1 \\ 2 \\ 3\end{bmatrix},$$ e
Determinant Row Swap
1. **Problem Statement:** We are given a 3x3 matrix \(M_1 = \begin{bmatrix} a & b & c \\ d & e & f \\ g & h & i \end{bmatrix}\) with determinant \(\det(M_1) = 8\). We want to find
Orthogonal Vectors
1. **Problem Statement:** Find all vectors $\mathbf{v} = (x, y)$ that are orthogonal to $\mathbf{u} = (-7, 8)$. This means the dot product $\mathbf{u} \cdot \mathbf{v} = 0$. 2. **F
Linear System
1. **Problem Statement:** We are given the augmented matrix of a linear system: $$\begin{bmatrix} 1 & 2 & -5 & -6 & 0 & | & 5 \\ 0 & 1 & -6 & -3 & 0 & | & 2 \\ 0 & 0 & 0 & 0 & 1 &
Idempotent Matrix
1. **Problem Statement:** Given a 3x3 matrix $B$ such that $B^2 = B$, determine which statements about $B$ must be true. 2. **Key Property:** The equation $B^2 = B$ means $B$ is id
Span Set
1. **State the problem:** We have a set of vectors $W$ defined as $$\begin{bmatrix} a - 4b \\ 6 \\ 6a + b \\ -a - b \end{bmatrix}$$
Gaussian Elimination
1. The problem asks about the goal of the forward elimination steps in the Gaussian elimination method. 2. Gaussian elimination is a method used to solve systems of linear equation
Max Leading Ones
1. The problem asks for the maximum possible number of leading 1's in the reduced row echelon form (RREF) of a matrix $A$ that is $5 \times 3$ (5 rows and 3 columns). 2. The leadin
Matrix Product
1. **Problem Statement:** Given two square matrices $A$ and $B$ of order $n \times n$, find the expression for $(A - B)(A - B)$. 2. **Formula and Rules:** When multiplying matrices
Upper Triangular Matrix
1. **Stating the problem:** We have the system of linear equations: $$\begin{cases}
Matrix Inverse
1. We are given matrices $AB = \begin{bmatrix}5 & 4 \\ -2 & 3\end{bmatrix}$ and $B = \begin{bmatrix}7 & 3 \\ 2 & 1\end{bmatrix}$, and we need to find matrix $A$. 2. The problem is