Matrix algebra using determinants
Yaritza is getting ready for a Math test and runs into this: "If $|A|=-2$ and $A$ is of order 3, find $|2A^{-1}A^t|$." They don't give her a single number from the matrix. Can she still answer it? Yes: all it takes is chaining the properties of determinants correctly, and that is what you will practice here.
Combining several properties at once
The reason for $k^n$: the scalar $k$ multiplies each of the $n$ rows, and each row pulls out a factor of $k$ from the determinant.
Without expanding the matrix completely, apply the properties of determinants to justify why the following determinant is equal to $0$:…
Without expanding the matrix completely, apply the properties of determinants to justify why the following determinant is equal to $0$:
$|A| = \begin{vmatrix} 1 & 2 & 3 \\ 5 & 10 & 15 \\ 0 & 1 & -4 \end{vmatrix}$
(Hint: Observe the relationship between the first and second rows).
Let $A$ be a square matrix of order $3$ whose determinant is $|A| = -2$. Use the properties of determinants to calculate the following values: a) $|A^t|$ (determinant of…
Let $A$ be a square matrix of order $3$ whose determinant is $|A| = -2$. Use the properties of determinants to calculate the following values:
- a) $|A^t|$ (determinant of the transpose).
- b) $|A^{-1}|$ (determinant of the inverse).
- c) $|3A|$ (determinant of the matrix multiplied by the scalar $3$).
Given that the determinant of a square matrix $A$ of order 3 is $|A| = -2$, use the properties of determinants to calculate, with reasoning, the value of the following…
Given that the determinant of a square matrix $A$ of order 3 is $|A| = -2$, use the properties of determinants to calculate, with reasoning, the value of the following determinants:
- a) $|A^t \times A|$
- b) $|3A^{-1}|$
- c) The determinant of the matrix resulting from multiplying the first row of $A$ by $5$, swapping the second and third rows, and transposing the matrix.
Sarrus, expansion along rows, and rank
Some exercises ask you to compute determinants directly. Review the tools.
In an archaeological excavation, the coordinates of three key points forming a search sector have been recorded. To calculate the area of this sector, we first need to…
In an archaeological excavation, the coordinates of three key points forming a search sector have been recorded. To calculate the area of this sector, we first need to obtain the value of the determinant of the following position matrix $A$:
$A = \begin{pmatrix} 2 & 1 & 3 \\ -1 & 0 & 4 \\ 1 & -2 & 1 \end{pmatrix}$
Calculate the value of $|A|$ using Sarrus's rule.
Determine the rank of the following matrix $B$ by studying its minors: $B = \begin{pmatrix} 1 & 2 & 3 \\ 0 & 1 & 1 \\ 2 & 4 & 6 \end{pmatrix}$ Give reasons to state…
Determine the rank of the following matrix $B$ by studying its minors:
$B = \begin{pmatrix} 1 & 2 & 3 \\ 0 & 1 & 1 \\ 2 & 4 & 6 \end{pmatrix}$
Give reasons to state whether the rank is $1$, $2$ or $3$.
Calculate the value of the determinant of the following matrix $4 \times 4$ expanding by the elements of the second row (the one with the most zeros):…
Calculate the value of the determinant of the following matrix $4 \times 4$ expanding by the elements of the second row (the one with the most zeros):
$|D| = \begin{vmatrix} 1 & 3 & 0 & 5 \\ 0 & 2 & 0 & 0 \\ -1 & 1 & 4 & 2 \\ 2 & 0 & 1 & 3 \end{vmatrix}$
A courier company uses a matrix-based encryption system. For a message to be "decryptable", the matrix used $M$ must be invertible. Given the matrix…
A courier company uses a matrix-based encryption system. For a message to be "decryptable", the matrix used $M$ must be invertible.
Given the matrix $M = \begin{pmatrix} k & 4 \\ 1 & k \end{pmatrix}$, determine for which values of the real parameter $k$ the matrix has no inverse (that is, it is a singular matrix).
The identity $A\cdot\operatorname{Adj}(A)^t=|A|\cdot I$
This last form is useful when $\operatorname{Adj}(A)$ appears inside a matrix equation: you substitute $|A|\cdot A^{-1}$ for it and the equation becomes one you already know how to solve.
Calculate the inverse matrix $A^{-1}$ of the matrix $A = \begin{pmatrix} 3 & 2 \\ 5 & 4 \end{pmatrix}$ using the adjugate matrix method:…
Calculate the inverse matrix $A^{-1}$ of the matrix $A = \begin{pmatrix} 3 & 2 \\ 5 & 4 \end{pmatrix}$ using the adjugate matrix method:
$A^{-1} = \frac{1}{|A|} \times (\text{Adj}(A))^t$
Follow these steps:
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Find the determinant $|A|$.
-
Calculate the matrix of cofactors $\text{Adj}(A)$.
-
Take the transpose and divide by the determinant.
Given the matrix $M = \begin{pmatrix} k & 1 & 1 \\ 1 & k & 1 \\ 1 & 1 & k \end{pmatrix}$: a) Determine the values of the real parameter $k$ for which the matrix $M$ is…
Given the matrix $M = \begin{pmatrix} k & 1 & 1 \\ 1 & k & 1 \\ 1 & 1 & k \end{pmatrix}$:
- a) Determine the values of the real parameter $k$ for which the matrix $M$ is singular (has no inverse).
- b) For the value $k = 0$, calculate the inverse matrix $M^{-1}$ using the adjugate matrix method.
Given the matrix $A = \begin{pmatrix} 2 & 1 & 0 \\ 0 & 1 & -1 \\ 3 & 0 & 2 \end{pmatrix}$, calculate: a) The determinant of $A$ using Sarrus's rule. b) The matrix of…
Given the matrix $A = \begin{pmatrix} 2 & 1 & 0 \\ 0 & 1 & -1 \\ 3 & 0 & 2 \end{pmatrix}$, calculate:
- a) The determinant of $A$ using Sarrus's rule.
- b) The matrix of cofactors $\text{Adj}(A)$.
- c) Check that the property $A \times \text{Adj}(A)^t = |A| \times I$ holds, where $I$ is the identity matrix of order 3.
Consider the matrix $A = \begin{pmatrix} 1 & 0 & -1 \\ 0 & m & 3 \\ 4 & 1 & -m \end{pmatrix}$. a) Determine the values of the parameter $m$ for which the matrix $A$ has…
Consider the matrix $A = \begin{pmatrix} 1 & 0 & -1 \\ 0 & m & 3 \\ 4 & 1 & -m \end{pmatrix}$.
- a) Determine the values of the parameter $m$ for which the matrix $A$ has an inverse.
- b) For $m = 2$, solve the matrix equation $X \times A - 2 \times Adj(A) = |A| \times I$, where $Adj(A)$ is the adjugate matrix of $A$ and $I$ is the identity matrix.
Hint: Use the fundamental relationship between a matrix and its adjugate: $A \times (Adj(A))^t = |A| \times I$.
Matrix equations
Matrix multiplication is not commutative: you cannot move $A^{-1}$ to the other side of $C$ whenever you like.
Solve the following matrix equation to find the unknown matrix $X$: $A \times X = B$ Where: $A = \begin{pmatrix} 1 & 1 \\ 0 & 1 \end{pmatrix}$ and…
Solve the following matrix equation to find the unknown matrix $X$:
$A \times X = B$
Where:
$A = \begin{pmatrix} 1 & 1 \\ 0 & 1 \end{pmatrix}$ and $B = \begin{pmatrix} 2 & 3 \\ 1 & 4 \end{pmatrix}$
(Remember: $X = A^{-1} \times B$. You must calculate $A^{-1}$ first).
Solve the following matrix equation $A \times X \times B = C$, where the matrices $A$, $B$ and $C$ are: $A = \begin{pmatrix} 1 & 0 \\ 2 & 1 \end{pmatrix}$,…
Solve the following matrix equation $A \times X \times B = C$, where the matrices $A$, $B$ and $C$ are:
$A = \begin{pmatrix} 1 & 0 \\ 2 & 1 \end{pmatrix}$, $B = \begin{pmatrix} 3 & 1 \\ 1 & 1 \end{pmatrix}$ and $C = \begin{pmatrix} 2 & 0 \\ -1 & 4 \end{pmatrix}$
Justify beforehand that the matrices $A$ and $B$ are invertible by calculating their determinants.
A logistics company uses an encryption algorithm based on matrix algebra to protect its routes. The security key is a matrix $X$ that satisfies the following equation:…
A logistics company uses an encryption algorithm based on matrix algebra to protect its routes. The security key is a matrix $X$ that satisfies the following equation:
$$A \times X \times A^t = B - 2I$$where $I$ is the identity matrix of order 2 and the matrices $A$ and $B$ are:
$$A = \begin{pmatrix} 2 & 3 \\ 1 & 2 \end{pmatrix}, \quad B = \begin{pmatrix} 10 & 12 \\ 4 & 14 \end{pmatrix}$$- a) Justify, using determinants, that the matrix $A$ is invertible.
- b) Rearrange the above equation for the matrix $X$.
- c) Explicitly calculate the matrix $X$.
Systems with two unknown matrices
Solve the system of matrix equations to find the matrices $X$ and $Y$:…
Solve the system of matrix equations to find the matrices $X$ and $Y$:
$\begin{cases} 2X + Y = \begin{pmatrix} 1 & 0 \\ -1 & 1 \end{pmatrix} \\ X - Y = \begin{pmatrix} 2 & 3 \\ 1 & 2 \end{pmatrix} \end{cases}$
Once found, calculate the determinant of the product matrix $X \times Y$.
Solve the following system of matrix equations for the unknown matrices $X$ and $Y$: $$\begin{cases} 2X + Y = A \\ X - Y = B \end{cases}$$ where the coefficient matrices…
Solve the following system of matrix equations for the unknown matrices $X$ and $Y$:
$$\begin{cases} 2X + Y = A \\ X - Y = B \end{cases}$$where the coefficient matrices are:
$$A = \begin{pmatrix} 5 & 1 \\ 11 & 4 \end{pmatrix}, \quad B = \begin{pmatrix} 1 & -1 \\ 1 & 2 \end{pmatrix}$$Once $X$ and $Y$ have been found:
- a) Calculate $|X \times Y|$ and $|X + Y|$.
- b) Determine whether the product matrix $X \times Y$ is invertible using its determinant.
Matrices that satisfy an equation
It is known that a square matrix $B$ satisfies the equation $B^2 - 3B + 2I = O$, where $I$ is the identity matrix and $O$ is the zero matrix. a) Show that $B$ is a…
It is known that a square matrix $B$ satisfies the equation $B^2 - 3B + 2I = O$, where $I$ is the identity matrix and $O$ is the zero matrix.
- a) Show that $B$ is a non-singular matrix (has an inverse) and express $B^{-1}$ in terms of $B$ and $I$.
- b) If $B$ is of order 2 and its determinant is $|B| = 2$, what is the determinant of the adjugate matrix of $B$, $|\text{Adj}(B)|$?
Let $A$ and $B$ be two square matrices of order 3 such that $|A| = 2$ and $|B| = -1$. Calculate, justifying each step using the properties of determinants, the value of…
Let $A$ and $B$ be two square matrices of order 3 such that $|A| = 2$ and $|B| = -1$. Calculate, justifying each step using the properties of determinants, the value of the following determinants:
- a) $|(A^t \times B)^{-1}|$
- b) $|3 \times A^2 \times Adj(B)|$
- c) Given that a matrix $C$ satisfies $C^2 = C$ (idempotent matrix), show that its determinant can only be 0 or 1.
Vandermonde and symmetric determinants
It vanishes exactly when two parameters coincide: then there would be two equal rows.
With symmetric matrices such as $D_n$ (diagonal $x$, everything else $a$) or $P(k)$, all rows add up to the same value. You add all the columns into the first one: a common factor appears and the rest is simplified by subtracting rows.
An electronic components company manufactures three types of circuits: $C_1$, $C_2$ and $C_3$. The production cost of each circuit is determined by the determinant of…
An electronic components company manufactures three types of circuits: $C_1$, $C_2$ and $C_3$. The production cost of each circuit is determined by the determinant of the material matrix $M$:
$M = \begin{pmatrix} 1 & 1 & 1 \\ x & y & z \\ x^2 & y^2 & z^2 \end{pmatrix}$
- a) Knowing that $x$, $y$ and $z$ represent the quantities of silicon, copper and tin respectively, show that the determinant of this matrix (Vandermonde) is $(y-x)(z-x)(z-y)$.
- b) If for a specific circuit the quantities are $x=1$, $y=2$ and $z=4$, is the matrix $M$ invertible? Justify your answer using the result from the previous section.
Given the square matrix of order $n$: $$Dn = \begin{pmatrix} x & a & a & \dots & a \\ a & x & a & \dots & a \\ a & a & x & \dots & a \\ \vdots & \vdots & \vdots &…
Given the square matrix of order $n$:
$$D_n = \begin{pmatrix} x & a & a & \dots & a \\ a & x & a & \dots & a \\ a & a & x & \dots & a \\ \vdots & \vdots & \vdots & \ddots & \vdots \\ a & a & a & \dots & x \end{pmatrix}$$- a) For the case $n = 3$, show that the determinant of the matrix is $|D_3| = (x+2a)(x-a)^2$.
- b) Generalise the previous result for a matrix of order $n$ and deduce the expression for $|D_n|$ in terms of $x, a$ and $n$.
- c) If $x = 5$ and $a = 2$, for which values of $n$ would the matrix $D_n$ be singular?
Consider the matrix of order 4 depending on the real parameter $k$: $$M = \begin{pmatrix} 1 & 1 & 1 & 1 \\ 1 & 1-k & 1 & 1 \\ 1 & 1 & 1+k & 1 \\ k & k & k & k^2…
Consider the matrix of order 4 depending on the real parameter $k$:
$$M = \begin{pmatrix} 1 & 1 & 1 & 1 \\ 1 & 1-k & 1 & 1 \\ 1 & 1 & 1+k & 1 \\ k & k & k & k^2 \end{pmatrix}$$Using only the properties of determinants, perform the following tasks:
- a) Find the value of the determinant of $M$ in terms of $k$, giving the result in factorised form.
- b) Determine the values of $k$ for which the matrix $M$ has no inverse.
- c) For the case $k = 2$, calculate the value of the determinant of the adjugate matrix of $M$, that is, $|Adj(M)|$, without explicitly calculating the elements of this adjugate matrix.
Rank with parameters
When the matrix depends on one or two parameters, you compute the largest determinant, factor it, and study separately each case in which it vanishes, looking for minors of lower order (with bordering).
Consider the matrix $A = \begin{pmatrix} 1 & m & 1 \\ m & 1 & 1 \\ 0 & 2 & 2 \end{pmatrix}$. a) Calculate the determinant of $A$ as a function of the parameter $m$. b)…
Consider the matrix $A = \begin{pmatrix} 1 & m & 1 \\ m & 1 & 1 \\ 0 & 2 & 2 \end{pmatrix}$.
- a) Calculate the determinant of $A$ as a function of the parameter $m$.
- b) Determine the rank of the matrix $A$ according to the values of $m$.
Determine the rank of the matrix $A$ according to the values of the real parameters $a$ and $b$: $$A = \begin{pmatrix} 1 & a & 1 & 2 \\ 2 & b & 2 & 4 \\ 1 & 1 & a & 2…
Determine the rank of the matrix $A$ according to the values of the real parameters $a$ and $b$:
$$A = \begin{pmatrix} 1 & a & 1 & 2 \\ 2 & b & 2 & 4 \\ 1 & 1 & a & 2 \end{pmatrix}$$To carry out the study, use the method of bordered minors and explain in detail under what conditions the rank is 1, 2 or 3.
Back to the beginning: with $|A|=-2$ and order 3, $|2A^{-1}A^t|=2^3\cdot\dfrac{1}{-2}\cdot(-2)=8$, without knowing a single entry of $A$.