Vector Space P_4: Basis with Tchebychev Polynomials

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Discussion Overview

The discussion centers around the vector space P_4, specifically examining whether the first five Tchebychev polynomials can form a basis for this space. Participants explore methods for demonstrating linear independence and basis formation, including matrix representation and definitions of linear independence.

Discussion Character

  • Technical explanation
  • Debate/contested
  • Mathematical reasoning
  • Meta-discussion

Main Points Raised

  • One participant suggests using a matrix to demonstrate that the set B={p_0, p_1, p_2, p_3, p_4} is a basis by finding the row-echelon form.
  • Another participant proposes using the definition of linear independence by setting a linear combination of the polynomials equal to zero and solving for coefficients.
  • Some participants argue that the polynomials are trivially linearly independent due to their differing degrees, implying they form a basis without further calculation.
  • A later reply questions the appropriateness of labeling the problem as trivial and suggests a more complex scenario involving a family of polynomials to explore basis formation.
  • One participant shares a personal anecdote about grading and the implications of labeling problems as trivial, reflecting on the subjective nature of mathematical triviality.
  • Another participant notes that the matrix of coefficients is already in echelon form, indicating that the polynomials are independent without needing further steps.

Areas of Agreement / Disagreement

Participants express a mix of agreement and disagreement regarding the triviality of the problem and the methods for demonstrating linear independence. While some assert that the polynomials are clearly independent, others suggest more rigorous approaches are necessary. The discussion remains unresolved on the best method to demonstrate the basis formation.

Contextual Notes

Limitations include differing interpretations of what constitutes a trivial problem, as well as varying approaches to demonstrating linear independence. The discussion reflects a range of assumptions about the audience's familiarity with linear algebra concepts.

laminatedevildoll
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In the vector space P_4 of all polynomials of degree less than or equal to 4 we define the first five Tchebychev polynomial as

p_0(x) = 1
p_1(x) = x
p_2(x) = 2x^2 - 1
p_3(x) = 4x^3 - 3x
p_4(x) = 8x^4 - 8x^2 + 1

To show that B={p_0, p_1, p_2, p_3, p_4} is a basis of P_4, do I put them in a matrix, find the row-echelon form and find the vector space with pivots? I so, how do I put it in a matrix?
 
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To use a matrix, you need to choose a basis first. You know that {1,x,x^2,x^3,x^4} forms a basis for P_4 so you can use that.

I think it's easier to use the definition of linear independence, suppose:

[tex]ap_0(x)+bp_1(x)+cp_2(x)+dp_3(x)+ep_4(x)=0[/tex]
for all x.

You can write it out and see that you must have a=b=c=d=e=0, or use the different degrees of the polynomials.
 
Setting up a matrix having the coefficients as entries is the same as using the "standard" basis: 1, x, x2, x3, x4. Do that and "row reduce". If you do not get one or more rows that are all 0, then the four functions are independent and so form a basis for P4.

Or course, Galileo is also correct. Write out the 4 equations, take some simple values like x= 0, x= 1, x= -1, x= 2, for example to get 4 equations for the four coefficients a, b, c, d and solve. If they must all be 0, then the functions are independent and form a basis.
 
Or you could just observe that they are trivially linearly independent, and hence must be a basis.
 
matt grime said:
just observe that they are trivially linearly independent.

I used to give such answers on my exams, but I never did get points for that... :frown:
 
exams should never have questions for which the answer genuinely is trivial, though. at least they don't if i set them. A better question to ponder might be:

suppose the p_0,...,p_n is a family of polynomials, and that the degre of p_r is r. Show that these are a basis of the space of all polys of degree at most n if and only if p_0 is not zero.
 
all you have to do is glance at them to see they are a basis. i.e. each ahs a different degree. isn't that enough?
 
yep, which is why i labelled the problem trivial, in the reasonably mathematical sense, but at least this way you can't plug in numbers to get simultaneous questions to solve.
 
On "triviality" in mathematics:

I once handed in a homework problem in abstract algebra to find the multiplicative inverse of the non zero complex number a+bi, by simply saying it was [a-bi]/[a^2+b^2],
since this problem was one i had solved years before, and that I by then considered it rather trivial.

the grader replied "no points for copying the answer from the back of the book."

I was incensed, at his implication of both dishonesty and stupidity on my part, as until that time I had never been aware of the practice of some authors of putting answers in the back of books. After learning it, I did not care to look anyway, having more confidence in my own answers than those of some paid drudge.

But I lost all respect for the moron grader at that point, and stopped even handing in homework for his approval.

To this day, visitors to my office occasionally notice that the answer book for the calculus course I teach is used as a heavy doorstop.

In graduate school, I once answered a homework question on sheaf cohomology as follows:

Q: show that if you have a short exact sequence of sheaves, then the corresponding sequence of global sections is left exact.

A: the easy result that the kernel of a map of presheaves is in fact a sheaf implies this problem.

At this point the grader stopped reading in despair, but I had in fact followed this true assertion by a complete explanation of the solution.

As best I can recall what I assumed the grader knew was that exactness as presheaves implies exactness as sheaves, hence if the presheaf kernel is a sheaf, then it is also the sheaf kernel, whence it follows from definition of presheaf exactness that the sequence of global sections is left exact.

I had actually given a two page explanation of this result but the grader did not even read it after my comment as to the triviality of the problem. In my defense, I was merely imitating the writing style of the most popular authors of that time, and also, of many of our lecturers.

Today however it seems politically incorrect to inform people that something is trivial, so in my own writings I try to avoid use of the words trivial or obvious, (except on this site, late at night.) In reality, to be told something is trivial, is a lot of information.

A co author and I once asked some colleagues for the written version of their announced results so we could use them in our own paper, but they merely responded that it had not yet appeared and was "easy" anyway. Armed with that knowledge, we sat down and proved it ourselves, at which point they quickly provided their version.

So when someone reveals that a problem is trivial, you should look quickly to see why. If I had read Matt's post I should not have offered mine, but I merely saw with some amazement that a trivial question was getting a lot of ink, and tried to dispatch it as mercifully as possible.

by the way if you have learned or memorized something about echelon form, note the matrix of these coefficients is already in echelon form, and none of the rows is zero, so you are done.
 
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