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📘 linear algebra

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Laplace Determinant
1. **State the problem:** We need to evaluate the determinant of the matrix $$\begin{pmatrix}3 & -2 & 2 \\ 1 & 2 & -3 \\ 4 & 1 & 2\end{pmatrix}$$ using Laplace expansion along the
Rank Solution
1. **State the problem:** We are given the system of linear equations: $$\begin{cases} x_1 + 3x_2 - 2x_3 = 6 \\ 4x_1 + 5x_2 + 2x_3 = 3 \\ x_1 + 3x_2 + 4x_3 = 3 \end{cases}$$
Laplace Determinant
1. **State the problem:** We need to evaluate the determinant of the matrix $$\begin{pmatrix}3 & -2 & 2 \\ 1 & 2 & -3 \\ 4 & 1 & 2\end{pmatrix}$$ using Laplace expansion along the
Adjoint Fundamental Matrix
1. **Problem Statement:** Find the fundamental matrix $\Phi(t)$ for the adjoint system of the linear system $\dot{x} = Ax$, where $$A = \begin{bmatrix} 1 & 3 & 8 \\ -2 & 2 & 1 \\ -
Nullspace Spanning
1. **Problem Statement:** Find a spanning set for the nullspace of the matrix $$A = \begin{bmatrix}-3 & 6 & -1 & 1 & -7 \\ 1 & -2 & 2 & 3 & -1 \\ 2 & -4 & 5 & 8 & -4 \end{bmatrix}$
Upper Triangular Matrices
1. **Problem Statement:** We are given two 3x3 upper triangular matrices: $$A = \begin{bmatrix} a & 1 & 3 \\ 0 & e & 4 \\ 0 & 0 & 2 \end{bmatrix}, \quad B = \begin{bmatrix} \psi &
Matrix Power
1. **Problem Statement:** Given matrices $$A = \begin{bmatrix}-1 & 7 & -1 \\ 0 & 1 & 0 \\ 0 & 15 & -2\end{bmatrix}$$
Matrix Basics
1. The problem is to understand the matrix \(\begin{bmatrix}a & b \\ c & d\end{bmatrix}\). 2. This is a 2x2 matrix with elements \(a, b, c, d\) arranged in two rows and two columns
Drug Allocation
1. **Stating the problem:** We have four clinics each requiring a combination of four drugs (A, B, C, D) to meet their total treatment units. The goal is to find the allocation val
Matrix Form
1. The problem is to express a system or equation in matrix form. 2. Matrix form typically means writing a system of linear equations as $AX = B$, where $A$ is the coefficient matr
Matrix Basics
1. The problem is to understand the matrix \(\begin{bmatrix}a & b \\ c & d\end{bmatrix}\). 2. This is a 2x2 matrix with elements \(a, b, c, d\) arranged as:
Orthogonal Vectors
1. **State the problem:** Find the value of $k$ such that vectors $U = (2, 3k, -4, 1, 5)$ and $V = (6, -1, 3, 7, 2k)$ are orthogonal. 2. **Recall the definition of orthogonal vecto
Inverse Solve
1. **State the problem:** Solve the system of equations by calculating the inverse of the coefficient matrix using elementary row operations. The system is:
Inverse Matrices
1. **Problem Statement:** Find the inverse of the matrices $$A = \begin{bmatrix}1 & 2 & 3 \\ 2 & 5 & 3 \\ 1 & 0 & 8\end{bmatrix}$$
Linear Independence
1. **State the problem:** Prove that the vectors $\mathbf{u} = \langle 1, 1, 0 \rangle$, $\mathbf{v} = \langle 0, 1, 1 \rangle$, and $\mathbf{w} = \langle 1, 0, 1 \rangle$ are line
Linear Algebra Overview
1. The problem involves understanding key concepts in linear algebra including vector spaces, subspaces, linear dependence and independence, basis, dimension, the four fundamental
Matrix Product
1. **State the problem:** We are asked to find the product of two matrices: Matrix A (1x4): $$\begin{bmatrix}-3 & -4 & 1 & 3\end{bmatrix}$$
Vector Intersection
1. Асуудлыг тодорхойлж эхэлье: Хоёр вектор буюу хэрчмийг координатын хавтгай дээр байрлуулж, тэдгээрийн огтлолцлын бичлэгийг олох. 2. Хэрчмүүдийг координатын хавтгай дээр илэрхийлэ
Linear Algebra Intro
1. Let's start by stating the problem: explaining what linear algebra is in a step-by-step manner. 2. Linear algebra is a branch of mathematics that deals with vectors, vector spac
Lu Decomposition
1. Énonçons le problème : on cherche à résoudre le système linéaire $Ax = b$ avec $$A = \begin{pmatrix} 2 & 1 & 0 \\ 2 & 1 & -2 \\ -4 & -5 & 5 \end{pmatrix}, \quad b = \begin{pmatr
Matrix Trace
1. The problem is to understand the concept of a trace in linear algebra. 2. The trace of a square matrix is defined as the sum of the elements on the main diagonal.