What is Linear algebra: Definition and 999 Discussions
Linear algebra is the branch of mathematics concerning linear equations such as:
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{\displaystyle a_{1}x_{1}+\cdots +a_{n}x_{n}=b,}
linear maps such as:
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{\displaystyle (x_{1},\ldots ,x_{n})\mapsto a_{1}x_{1}+\cdots +a_{n}x_{n},}
and their representations in vector spaces and through matrices.Linear algebra is central to almost all areas of mathematics. For instance, linear algebra is fundamental in modern presentations of geometry, including for defining basic objects such as lines, planes and rotations. Also, functional analysis, a branch of mathematical analysis, may be viewed as the application of linear algebra to spaces of functions.
Linear algebra is also used in most sciences and fields of engineering, because it allows modeling many natural phenomena, and computing efficiently with such models. For nonlinear systems, which cannot be modeled with linear algebra, it is often used for dealing with first-order approximations, using the fact that the differential of a multivariate function at a point is the linear map that best approximates the function near that point.
I have the following matrix given by a basis \left|1\right\rangle and \left|2\right\rangle:
\begin{bmatrix}
E_0 &-A \\
-A & E_0
\end{bmatrix}
Eventually I found the matrix eigenvalues E_I=E_0-A and E_{II}=E_0+A and eigenvectors \left|I\right\rangle = \begin{bmatrix}
\frac{1}{\sqrt{2}}\\...
Homework Statement
Show that S ⊆ T, where S and T are both subsets of R^3.
Homework Equations
S = {(1, 2, 1), (1, 1, 2)},
T ={(x,y,3x−y): x,y∈R}
The Attempt at a Solution
I considered finding if S is a spanning set for T but I'm aware that this is perhaps not relevant. If I find {α(1, 2, 1)...
Homework Statement
I have an assignment for my linear algebra class, that I simply cannot figure out. Its going to be hard to follow the template of the forum, as its a rather simply problem. It is as follows:
Given the following subspace (F = reals and complex)
and the "linear image"...
Homework Statement
Given the six vectors below:
1. Find the largest number of linearly independent vectors among these. Be sure to carefully describe how you would go about doing so before you start the computation.
2 .Let the 6 vectors form the columns of a matrix A. Find the dimension of...
Homework Statement
The Hamiltonian of a certain two-level system is:
$$\hat H = \epsilon (|1 \rangle \langle 1 | - |2 \rangle \langle 2 | + |1 \rangle \langle 2 | + |2 \rangle \langle 1 |)$$
Where ##|1 \rangle, |2 \rangle## is an orthonormal basis and ##\epsilon## is a number with units of...
Homework Statement
(i) Reduce the system to echelon form C|d
(ii) For k = -12, what are the ranks of C and C|d? Find the solution in vector form if the system is consistent.
(iii) Repeat part (b) above for k = −18
Homework Equations
Gaussian elimination I used here...
Homework Statement
Given the following matrix:
I need to determine the conditions for b1, b2, and b3 to make the system consistent. In addition, I need to check if the system is consistent when:
a) b1 = 1, b2 = 1, b3 = 3
b) b1 = 1, b2 = 0., b3 = -1
c) b1 = 1, b2 = 2, b3 = 3
Homework...
Homework Statement
Given this matrix:
I am asked to find values of the coefficient of the second value of the third row that would make it impossible to proceed and make elimination break down.
Homework Equations
Gaussian elimination methods I used given here...
<Moved from a homework forum. Template removed.>
I can't find any documentation on how to do this. I remember in linear algebra how to find the incidence matrix of an electrical network of purely resistors. Put how do I find it of a RLC circuit with resistors, inductors, and capacitors? I can't...
Homework Statement
Verify that A^2-2A+7I=0Homework Equations
A is a squared matrix and I is the identity matrix.
The Attempt at a Solution
I squared a matrix, which I called A, by multiplying the two A matrices together, then I subtracting the new matrix with the third matrix 2A, then I added...
hey everyone just started university and the jump i feel is huge from a level and was just wondering if you guys knew of any books that had linear algebra and/or several variable calculus in them but displayed and explained stuff in a clear simple way? or if anyone has any websites that do the...
I've started self-studying quantum mechanics. It's clear from google searching and online Q.Mech lectures, I'll need to understand linear algebra first. I'm starting with finite-dimensional linear algebra and Hoffman, Kunze is one of the widely recommended textbooks for that.
I need help...
Homework Statement
Determine the values of a for which the following system of linear equations has no solutions, a unique solution, or infinitely many solutions. You can select 'always', 'never', 'a = ', or 'a ≠', then specify a value or comma-separated list of values.
x1−2x2+2x3 = −1...
I am fairly new here so I apologize for any mistakes in my post.
My question concerning solving a system of equations using Gauss-Jordan Elimination is specifically about different ways to handle a possible constant. Say for instance you have three equations:
X1+X2+X3 + 3 = 9
2X1+4X2+X3 =...
I am going to have two slots available this year for electives and I want to use one of them for Astronomy. For the other, I am struggling to decide between Linear Algebra or Computer Science (CIS 210 at my university) which focuses on Python programming.
If I can only choose one, which is more...
Hello, everybody!
I would really appreciate if someone could help me understand how to solve the following two tasks. I am not sure whether my translation is correct, so if, by any chance, you know a more appropriate terminology, please let me know. I am not fluent in writing matrices here on...
1. The problem statement, all variables, and given/known data
Triangle ABC has a point D on the line segment AB which cuts the segment in ratio AD : DB = 2 : 1.
Another point E is on the line segment BC, cutting it in ratio BE : EC = 1 : 4.
Point F is the intersection of the line segments AE and...
It is the demonstration of an important theorem I do not succeed in understanding.
"A matrix has rank k if - and only if - it has k rows - and k columns - linearly independent, whilst each one of the remaining rows - and columns - is a linear combination of the k preceding ones".
Let's suppose...
Homework Statement
The volume of a parallelepiped defined by the vectors w, u, \text{ and }v, \text{ where } w=u \times v is computed using:
V = w \cdot (u \times v)
However, if the parallelepiped is defined by the vectors w-u, u, \text{ and }v, \text{ where } w=u \times v instead, the volume...
Homework Statement
We can treat the following coupled system of differential equations as an eigenvalue
problem:
## 2 \frac{dy_1}{dt} = 2f_1 - 3y_1 + y_2 ##
## 2\frac{dy_2}{dt} = 2f_2 + y_1 -3y_2 ##
## \frac{dy_3}{dt} = f_3 - 4y_3 ##
where f1, f2 and f3 is a set of time-dependent sources, and...
I know both are different courses, but what I mean is, will a proof based Linear Algebra course be similar to an Abstract Algebra course in terms of difficulty and proofs, or are the proofs similar? Someone told me that there isn't that much difference between the proofs in Linear or Abstract...
Homework Statement
If A is an n x n matrix over R such that A^3 = A + 1, prove that det(A) > 0 .
Homework EquationsThe Attempt at a Solution
So, what I've done is factor the expression to get A(A+1)(A-1) = 1, then taking the determinant of both sides, I get det(A)det(A+1)det(A-1) = 1. I...
Homework Statement
[/B]
The trace of a matrix is defined to be the sum of its diaganol matrix elements.
1. Show that Tr(ΩΛ) = Tr(ΩΛ)
2. Show that Tr(ΩΛθ) = Tr(θΩΛ) = Tr(ΛθΩ) (the permutations are cyclic)
my note: the cross here U[+][/+]is supposed to signify the adjoint of the unitary matrix U...
In the book, Introduction to Linear Algebra, Gilbert Strang says that every time we see a space of vectors, the zero vector will be included in it.
I reckon that this is only the case if the plane passes through the origin. Else wise, how can a space contain a zero vector if it does not pass...
[mentor note: thread moved from Linear Algebra to here hence no homework template]
So, i was doing a Linear Algebra exercise on my book, and thought about this.
We have a linear map A:E→E, where E=C°(ℝ), the vector space of all continuous functions.
Let's suppose that Aƒ= x∫0 ƒ(t)dt.
By the...
I'm having trouble understanding a step in a proof about bilinear forms
Let ## \mathbb{F}:\,\mathbb{R}^{n}\times\mathbb{R}^{n}\to \mathbb{R}## be a bilinear functional.
##x,y\in\mathbb{R}^{n}##
##x=\sum\limits^{n}_{i=0}\,x_{i}e_{i}##
##y=\sum\limits^{n}_{j=0}\;y_{j}e_{j}##...
Hey all,
I'm currently working on my CS degree with a mathematics minor. After this Fall, I will only have one more course to take to finish my minor.
I'm debating between Linear Algebra and Deterministic Operations Research. I do have other options, but these seem to be most applicable to CS...
Homework Statement
Show that if T is normal, then T and T* have the same kernel and the same image.
Homework Equations
N/A
The Attempt at a Solution
At first I tried proving that Ker T ⊆ Ker T* and Ker T* ⊆ Ker, thus proving Ker T = Ker T* and doing the same thing with I am T, but could not...
Homework Statement
Prove that a 2x2 complex matrix ##A=\begin{bmatrix} a & b \\
c & d\end{bmatrix}## is positive if and only if (i) ##A=A*##. and (ii) ##a, d## and ##\left| A \right| = ad-bc##
Homework Equations
N/A
The Attempt at a Solution
I got stuck at the first part. if ##A## is positive...
Homework Statement
The problem relates to a proof of a previous statement, so I shall present it first:
"Suppose P is a self-adjoint operator on an inner product space V and ##\langle P(u),u \rangle## ≥ 0 for every u ∈ V, prove P=T2 for some self-adjoint operator T.
Because P is self-adjoint...
Homework Statement
Linear Algebra Problem: Solving for Euler between two ordered bases
I've got a problem I need to solve, but I can't find a clean solution.
Let me see if I can outline the problem somewhat clearly. Okay, all of this will be in 3D space. In this space, we can define some...
Homework Statement
Let ##T:M_2 \to M_2## a linear transformation defined by
##T \begin{bmatrix}
a&b\\
c&d
\end{bmatrix} =
\begin{bmatrix}
a&0\\
0&d
\end{bmatrix}##
Describe ##ker(T)## and ##range(T)##, and find their basis.
Homework Equations
For a linear transformation ##T:V\to W##...
Hey everyone! (new to the forum)
I am currently trying to self study more advanced mathematics. I have taken up to multivariable calculus and have taken a class for an introduction to mathematical proofs/logic (sets, relations, functions, cardinality). I want to get a head start on the...
Homework Statement
About an endomorphism ##A## over ##\mathbb{C^{11}}## the next things are know.
$$dim\, ker\,A^{3}=10,\quad dim\, kerA^{2}=7$$
Find the
a) Jordan canonical form of ##A##
b) characteristic polynomial
c) minimal polynomial
d) ##dim\,kerA##
When:
case 1: we know that ##A## is...
Homework Statement
Let T: ℝ² → P² a linear transformation with usual operations such as
T [1 1] = 1 - 2x and
T [3 -1]= x+2x²
Find T [-7 9] and T [a b]
**Though I'm writing them here as 1x 2 row vectors , all T's are actually 2x1 column vectors (I didn't see a way to give them proper...
Why does every subfield of Complex number have a copy of rational numbers ?
Here's my proof,
Let ##F## is a subield of ##\Bbb C##. I can assume that ##0, 1 \in F##.
Lets say a number ##p \in F##, then ##1/p \ p \ne 0## and ##-p## must be in ##F##.
Now since ##F## is subfield of ##\Bbb C##...
Homework Statement
Let be T : ℙ2 → ℙ2 a polynomial transformation (degree 2)
Defined as
T(a+bx+cx²) = (a+1) + (b+1)x + (b+1)x²
It is a linear transformation?
Homework Equations
A transformation is linear if
T(p1 + p2) = T(p1) + T(p2)
And
T(cp1)= cT(p1) for any scalar c
The Attempt at...
Why do most books on linear algebra have something like "Determinants are useless now".I have seen this in Strang, Friedberg and Axler's book.
Are determinants of no use in Maths ? which tool has taken its place in algebra ? And why this happened ?
Homework Statement
Let ##A = \begin{bmatrix} a&b\\c&d \end{bmatrix}## such that ##a+b+c+d = 0##. Suppose A is a row reduced. Prove that there are exactly three such matrices.
Homework EquationsThe Attempt at a Solution
1) ##\begin{bmatrix} 0&0\\0&0 \end{bmatrix}##
2) ##\begin{bmatrix}...
##\begin{align}[A(BC)]_{ij} &= \sum_r A_{ir}(BC)_{rj} \\ &= \sum_r A_{ir} \sum_s B_{rs}C_{sj}\\ &= \sum_r\sum_s A_{ir}B_{rs}C_{sj}\\ &= \sum_{s} (\sum_{r} A_{ir} B_{rs}) C_{sj} \\ &= [(AB) C]_{ij}\end{align}##
How did it went from ##2## to ##3##. In general is there a proof that sums can be...
Let ##(AB)_j## be the jth column of ##AB##, then ##\displaystyle (AB)_j = \sum^n_{r= 1} B_{rj} \alpha_r## where ##\alpha_r## is the rth column of ##A##.
Also ##(BA)_j = B \alpha_j \implies A(BA)_j = \alpha_j## susbtituting this in the sum ##\displaystyle (AB)_j = \sum^n_{r = 1} B_{rj}A(BA)_r##...
If ##A## is ##m \times n## matrix, ##B## is an ##n \times m## matrix and ##n < m##. Then show that ##AB## is not invertible.
Let ##R## be the reduced echelon form of ##AB## and let ##AB## be invertible.
##I = P(AB)## where ##P## is some invertible matrix.
Since ##n < m## and ##B## is ##n...
Homework Statement
Let ##A## be an ##m \times n## matrix. Show that by means of a finite number of elementary row/column operations ##A## can be reduced to both "row reduced echelon" and "column reduced echelon" matrix ##R##. i.e ##R_{ij} = 0## if ##i \ne j##, ##R_{ii} = 1 ##, ##1 \le i \le...
For a ##n\times n## matrix A, the following are equivalent.
1) A is invertible
2) The homogenous system ##A\bf X = 0## has only the trivial solution ##\mathbf X = 0##
3) The system of equations ##A\bf X = \bf Y## has a solution for each ##n\times 1 ## matrix ##\bf Y##.
I have problem in third...
What does "linear" in linear algebra and "abstract" in abstract algebra stands for ?
Since I am learning linear algebra, I can guess why linear algebra is called so. In linear algebra, the introductory stuff is all related to solving systems of linear equations of form ##A\bf{X} = \bf{Y}##...
Prove that interchange of two rows of a matrix can be accomplished by a finite sequence of elemenatary row operations of the other two types.
My proof :-
If ##A_k## is to be interchanged by ##A_l## then,
##\displaystyle \begin{align} A_k &\to A_l + A_k \\ A_l &\to - A_l \\ A_l &\to A_k + A_l...
Homework Statement
Let { u, v, w} be a set of vectors linearly independent on a vector space V
- Is { u-v, v-w, u-w} linearly dependent or independent?
Homework Equations
[/B]
A set of vectors u, v, w are linearly independent if for the equation
au + bv + cw= 0 (where a, b, c are real...