Linear algebra is the branch of mathematics concerning linear equations such as:
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1
x
1
+
⋯
+
a
n
x
n
=
b
,
{\displaystyle a_{1}x_{1}+\cdots +a_{n}x_{n}=b,}
linear maps such as:
(
x
1
,
…
,
x
n
)
↦
a
1
x
1
+
⋯
+
a
n
x
n
,
{\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.
Homework Statement
Let A be an nxn matrix belonging to R and x be a vector of length k belonging to R. Find the first column of
M = (A − x1I)(A − x2I)...(A − xrI) using a sequence of GAXPY’s operations.
Homework Equations
GAXPY: General matrix A multiplied by a vector X plus a vector Y
The...
Homework Statement
Prove that if ({A_1, A_2, ..., A_k}) is a linearly independent subset of M_nxn(F), then (A_1^T,A_2^T,...,A_k^T) is also linearly independent.
Homework EquationsThe Attempt at a Solution
Have: a_1A_1^T+a_2A_2^T+...+a_kA_k^T=0 implies a_1A_1+a_2A_2+...+a_kA_k=0
So...
Homework Statement
This is a homework problem for my Honors Calculus I class. The problem I'm having is that though I can solve a traditional function composition problem, I'm stumped as to how to do this for multivariate functions. I read that it requires an extension of the notion of...
Homework Statement
Determine if the following sets are bases for P_2(R)
b) (1+2x+x^2, 3+x^2,x+x^2)
d) (-1+2x+4x^2, 3-4x-10x^2,-2-5x-6x^2)
Homework Equations
Bases IF Linear Independence AND span(Set)=P_2(R)
RREF = Reduced Row Echelon Form
The Attempt at a Solution
My first question here...
Dear all, Can someone please recommend a english version of a linear algebra book. "Lineare algebra, Siegfried Bosch" I don't speak German so I cannot understand the chapters. If someone can help to identify a book with similar chapters that will be very helpful.
you can find the full book...
Suppose we pick a matrix M\in M_n(ℝ) s.t. all its eigenvalues are strictly bigger than 1.
In the question here the user said it induces some norm (|||⋅|||) which "expands" vector in sense that exists constant c∈ℝ s.t. ∀x∈ℝ^n |||Ax||| ≥ |||x||| .
I still cannot understand why it's correct. How...
Homework Statement
True or false?
If T: ℙ8(ℝ) → ℙ8(ℝ) is defined by T(p) = p', so exists a basis of ℙ8(ℝ) such that the matrix of T in relation to this basis is inversible.
Homework EquationsThe Attempt at a Solution
So i think that my equations is of the form:
A.x = x'
hence A is...
What are some books that I can use master DiffyQ and linear algebra ? I want to improve significantly in E&M and quantum mechanics. I understand that I have to practice, practice, and practice , but can you provided me with with some advice ? Thank you.
It's from the chapter on Matrix Inverses...
imgur link: http://i.imgur.com/8OhFzgi.jpg
This is the entirety of the exercise. It's not following on from or setting anything else up. That's just number 42...what can I do with this?
Course: MIT OCW 18.06 Intro to Linear Algebra by Strang 4th edt.
Question: if a3,3 is 7, and the third pivot is 5, if we change a3,3 to be 11, then the third pivot becomes _________. If you change the a3,3 to ________ then there is no third pivot.
At first I thought a3,3 had to be the actual...
Homework Statement
Prove that a set of linearly independent vectors in Rn can have maximum n elements.
So how would you prove that the maximum number of independent vectors in Rn is n?I can understand why in my head but not sure how to give a mathematical proof. I understand it in terms of the...
Hello all,
I am about a week into a quantum mechanics course in which the instructor is mostly going to follow along with Sakurai's Modern Quantum Mechanics. However, my linear algebra is pretty rusty and I have never taken an actual course in linear algebra, I have just learned what I have...
Homework Statement
Suppose A is non-singular (nxn) matrix. Given that AB=(zero matrix), show that B=(zero matrix).
Hint: Express A as [A1, A2, ..., An]
and Express AB as [AB1, AB2, ..., ABn]
Homework EquationsThe Attempt at a Solution
[/B]
I argued that because A is non-singular, A=[A1...
Dear Physics Forum personnel,
I am curious if the euclidean space R^n is an example of vector space. Also can matrices with 1x2 or 2x1 dimension be a vector for the R^n?
PK
I feel like I almost understand the solution I've come up with, but a step in the logic is missing. I'll post the question and my solution in LaTeX form.
Paraphrasing of text question below in LaTeX. Text question can be seen in its entirety via this imgur link: http://i.imgur.com/41fvDRN.jpg...
Hi, rapid fire posting in this subforum I know, sorry if that's annoying. Let me know if I should space my posts out a bit more.
Here's an image of the solution to a worked example (from Intro to Linear Algebra 4th by Strang)
here's the imgur link: http://i.imgur.com/IG6r15H.jpg
I cannot...
MIT OCW 18.06 using Intro to Linear Algebra by Strang
So I was working through some stuff about Cyclic Matrices, and the text was talking about how the column vectors that make up this cyclic matrix, shown here,
are coplanar, and that is the reason that Ax = b will have either infinite...
Doing MIT OCW 18.06 using Gilbert Strang Intro to Linear Algebra.
Ch 1.2
The vectors that are perpendicular to <1,1,1> and <1,2,3> lie on a ___________.
I would have said "plane".
I've worked with vectors in calculus, and if you take the cross product of those two vectors you get a vector...
I am preparing myself for a BSEE starting next year. I have just finished Stewarts Calculus for Calc I,II,III and Diff Eqs up to solving 2nd order non-hom diff eqs by undet. coeffs, variation of parameters and power series.
In high school some 15 years ago I saw some very basic linear algebra...
How can I find the parametric vector form of a cartesian equation under a specific condition?
Cartestian equation: $$-2x-y+z=6$$
I know to find the parametric vector form we can find any 3 points P, Q and R which satisfy the cartesian equation.
$$ \begin{pmatrix} x_1\\ y_1\\ z_1...
Homework Statement
Suppose a linear transformation T: [P][/2]→[R][/3] is defined by
T(1+x)= (1,3,1), T(1-x)= (-1,1,1) and T(1-[x][/2])=(-1,2,0)
a) use the given values of T and linearity properties to find T(1), T(x) and T([x][/2])
b) Find the matrix representation of T (relative to standard...
Homework Statement
Let B1={([u][/1]),([u][/2]),([u][/3])}={(1,1,1),(0,2,-1),(1,0,2)} and
B2={([v][/1]),([v][/2]),([v][/3])}={(1,0,1),(1,-1,2),(0,2,1)}
a) Show that B1 is a basis for [R][/3]
b) Find the coordinates of w=(2,3,1) relative to B1
c)Given that B2 is a basis for [R[/3], find...
Homework Statement
What is the volume of the parallelepiped with vertices (3, 0, −1), (4, 2, −1), (−1, 1, 0), (3, 1, 5), (0, 3, 0), (4, 3, 5), (−1, 2, 6), and (0, 4, 6)?
Homework Equations
The volume of a parallelepiped is given by the triple scalar product, (a × b) ⋅ c
The Attempt at a...
Hi, I want to learn Linear Algebra in its most rigorous and expansive form. I have narrowed down to two books (well, one is a series). On one hand, I want to try Linear Algebra by Hoffman/Kunze, but my school's library has Lang's Introduction to Linear Algebra, and his second book on the...
Homework Statement
Let V be the set of all ordered pairs of real numbers. Suppose we define addition and scalar
multiplication of elements of V in an unusual way so that when
u=(x1, y1), v=(x2, y2) and k∈ℝ
u+v= (x1⋅x2, y1+y2) and
k⋅u=(x1/k, y1/k)
Show detailed calculations of one case...
Homework Statement
From Linear Algebra with applications 7th Edition by Keith Nicholson.
Chapter 9.2 Example 2.
Let T: R3 → R3 be defined by T(a,b,c) = (2a-b,b+c,c-3a).
If B0 denotes the standard basis of R3 and B = {(1,1,0),(1,0,1),(0,1,0)}, find an invertible matrix P such that...
Hey all. So I have been reading this article and have a question I would like to ask. I will be referring to this article extensively so it would be kind of you to open it: http://www.ee.ucr.edu/~yhua/MILCOM_2013_Reprint.pdf
I believe reading the article is not required to answer my questions...
Homework Statement
Let T:V→V be a linear operator on a vector space V over C:
(a) Give an example of an operator T:C^2→C^2 such that R(T)∩N(T)={0} but T is not a projection
(b) Find a formula for a linear operator T:C^3→C^3 over C such that T is a projection with R(T)=span{(1,1,1)} and...
I just finished up Stewart's Calculus Textbook, and the last section was on solving 2nd Order Non-Homogeneous Diff Eqs using power series.
I've looked through Paul's Calculus page in the Differential Sections, and can see that there is still a lot more beyond Stewart's that I'd like to study...
What are some rigorous theoretical books on mathematics for each branch of it? I have devised a fantastic list of my own and would like to hear your sentiments too.
Elementary Algebra:
Gelfand's Algebra
Gelfand's Functions & Graphs
Burnside's Theory of Equations
Euler's Analysis of the...
I want to know what exactly Eigen value imply. What is its Physical significance ? Physical significance of eigen vector? Does eigen value concept apply in signal processing or evalvating frequency response off a system?
Does anyone know of any gentle, introductory books to LA that assume little prerequisites, even in the way of vectors and matrices? I want something that will give intuition and reasonable proofs, and will provide enough background for something like computational neuroscience. I do not know...
Homework Statement
Determine whether or not the vector functions are linearly dependent?
u=(2t-1,-t) , v= (-t+1,2t) and they are written as columns matrixes. Homework Equations
Wronskian, but I don't think I should use it because I need to take derivatives so it doesn't seem like it would...
Construct a linear system determined by four numbers whose sum is 40, with the first three numbers adding up to 20 and the last three to 30.
a) Explain why this system has infinitely many solutions.
b) Add another condition on the numbers so that a unique solution can be found and then find...
Dear Physics Forum advisers,
I am a rising college junior in U.S. with a major in mathematics, and an aspiring applied mathematician. I apologize for this sudden interruption, but I wrote this email to seek your advice on my current problem on the course selection. I will very soon be...
Hello I am going to be a Sophomore in the upcoming fall semester. For the past couple of days I have been trying to decide if I should take another math class next semester. I am passionate about both math and physics so the lack of humanities does not bother me and honestly I am happier in the...
I am having trouble proving that two multivariate formulas are equivalent. I implemented them in MATLAB and numerically they appear to be equivalent.
I would appreciate any help on this.
Prove A = B
A = (Σπ^-1 + Σy^-1)^-1 * (Σπ^-1*π + Σy^-1*y)
y = π+ X*β
Σπ =τ*Σ
Σy = X' * Σβ * X + ΣεB =...
Hi please i need help in number 3 of the tutorial questions. It is not an assignment its just a tutorial (read title in the image). I am currently studying for my final and i need help in (3b). the only way I am thinking of solving this questions is to use the equation given in part (d). But...
Hi everyone,
I am a mathematics undergraduate and I'm currently doing an internship at the informatics department of a university. I am well and truly out of my depth. My supervisor has assigned me tasks which include Java (a language I'm having to quickly pick up, having only used python/R)...
In order to transfer on time from community college and prepare for the MCAT I have to really scrunch my classes. I was planning on taking Calc 3, Liner Algebra, O Chem 1, and Physics 1 (mechanics) at a whopping total of 19 units in 16 weeks. Is this doable? I would not be working and all of my...
Homework Statement
If I have the characteristic equation:
-λ3 + 3λ2 + 9λ + 5
And I'm told that one of its eigenvalues is -1.
How do I find the rest of the eigenvalues?
Homework Equations
-λ3 + 3λ2 + 9λ + 5
The Attempt at a Solution
The furthest I can get is:
-λ3 + 3λ2 + 9λ + 5 = (λ + 1) x...
Hey y'all! I am taking my first linear algebra course next semester and we are using Bretscher's book. I have heard some pretty awful things about the way it is laid out, so I would like to hear your thoughts on the text. For some background information I have completed Calculus 1-3 (using...
I am a Physics major looking into Mathematical Biology (perhaps) in the future, and regardless of where I go, I'm trying to build a solid math background for myself.
I've taken (or plan to take):
Linear Algebra I
Calculus I, II, III, IV
ODE
Non-linear ODE
PDE
Complex Variables (I will...
Dear all,
I have struggle for the problem for 2 days... And searched a lot materials on web but still can't solve for it.
Question, A hidden measurement with n distinct outcomes is the average 2^(n-1) unitary maps. If it's too elusive, how about the case when n=2.
Hello, could you please give me an insight on how to get through this proof involving operators?
Proof: Given an eigenvalue-eigenvector equation, suppose that the vectorstate depends on an external parameter, e.g. time, and that over it acts an operator that is the fourth derivative w.r.t...
Dear Physics Forum advisers,
I am a college sophomore in US with a major in mathematics, and an aspiring algebraic number theorist and cryptographer. I wrote this email to seek your advice about taking the Analysis I (Real Analysis I), Abstract Algebra I, and Linear Algebra with Proofs. At...
Dear Physics Forum personnel,
I am a college sophomore in U.S. with a major in mathematics and an aspiring algebraic number theorist. I wrote this email to seek a recommendation on one or two outstanding linear algebra textbook that can supplement the Linear Algebra (Friedberg et al.), which...