Existence of a Basis of a Vector Space

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Discussion Overview

The discussion revolves around the existence of a basis for the vector space of polynomials of degree ≤ n - 1 over a field F, specifically focusing on the polynomials defined by the product of linear factors excluding one root. Participants explore the linear independence of these polynomials and the conditions under which a unique polynomial can be constructed to meet specific evaluation criteria at given points.

Discussion Character

  • Technical explanation
  • Mathematical reasoning
  • Homework-related

Main Points Raised

  • Some participants assert that to prove the set $\{f_1,\dots,f_n\}$ is a basis, it suffices to show that it is linearly independent, given that it contains n elements and the dimension of the space is n.
  • One participant outlines a proof of linear independence by considering a linear combination of the polynomials equating to the zero polynomial and demonstrating that all coefficients must be zero.
  • Another participant points out that the original statement of part b) was incomplete and provides the missing condition that a unique polynomial g(x) must satisfy specific evaluations at points $a_i$.
  • A later reply proposes a construction for the polynomial g(x) using the defined polynomials and coefficients, showing that it meets the evaluation criteria at the specified points.
  • Participants discuss the implications of the basis definition in relation to the uniqueness of the polynomial g(x) but do not provide a complete argument for uniqueness.

Areas of Agreement / Disagreement

Participants generally agree on the necessity of proving linear independence to establish a basis. However, the discussion on the uniqueness of the polynomial g(x) remains unresolved, with some participants suggesting approaches while others have not yet provided a definitive argument.

Contextual Notes

Limitations include the assumption that the field F contains at least n distinct elements, which is crucial for the arguments presented. Additionally, the discussion does not fully resolve the uniqueness aspect of the polynomial g(x) as it relates to the basis formed by the polynomials $f_i$.

toni07
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Let n be a positive integer, and for each $j = 1,..., n$ define the polynomial $f_j(x)$ by f_j(x) = $\prod_{i=1,i \ne j}^n(x-a_i)$

The factor $x−a_j$ is omitted, so $f_j$ has degree n-1

a) Prove that the set $f_1(x),...,f_n(x)$ is a basis of the vector space of all polynomials of degree ≤ n - 1 in x with coefficients in F.

b) Let $b_1,...,b_n$ in F be arbitrary (not necessarily distinct). Prove that there exists a unique polynomial g(x) of degree ≤ n - 1 in x with coefficients in F.

I don't know how to go about this question. Any help would be appreciated.
 
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Re: Assume that the field F has at least n distinct elements $a_1, …, a_n$

Since the set $\{f_1,\dots,f_n\}$ has $n$ elements, and $\text{dim}(P_{n-1}) = n$, it suffices to prove this set is linearly independent to show it is a basis.

So suppose we have $c_1,\dots,c_n \in F$ with:

$g = c_1f_1 + \cdots + c_nf_n = 0$ (the 0-polynomial).

Since for ALL $a \in F$, $g(a) = 0$, in particular, we must have $g(a_1) = 0$.

Now $a_1$ is a root of $f_2,\dots,f_n$, so:

$0 = g(a_1) = c_1f_1(a_1) + c_2f_2(a_2) + \cdots + c_nf_n(a_n)$

$= c_1f_1(a_1) + 0 + \cdots + 0 = c_1f(a_1)$.

Since the $a_i$ are distinct, we have that $f(a_1)$ is the product of $n-1$ non-zero elements of $F$, and thus is non-zero. Hence it must be the case that $c_1 = 0$.

By similarly considering $g(a_i)$ for each $i$, we see that all the $c_i = 0$, which establishes linear independence of the $f_i$.

Something is missing from your statement of part b)...
 
Re: Assume that the field F has at least n distinct elements $a_1, …, a_n$

Deveno said:
Since the set $\{f_1,\dots,f_n\}$ has $n$ elements, and $\text{dim}(P_{n-1}) = n$, it suffices to prove this set is linearly independent to show it is a basis.

So suppose we have $c_1,\dots,c_n \in F$ with:

$g = c_1f_1 + \cdots + c_nf_n = 0$ (the 0-polynomial).

Since for ALL $a \in F$, $g(a) = 0$, in particular, we must have $g(a_1) = 0$.

Now $a_1$ is a root of $f_2,\dots,f_n$, so:

$0 = g(a_1) = c_1f_1(a_1) + c_2f_2(a_2) + \cdots + c_nf_n(a_n)$

$= c_1f_1(a_1) + 0 + \cdots + 0 = c_1f(a_1)$.

Since the $a_i$ are distinct, we have that $f(a_1)$ is the product of $n-1$ non-zero elements of $F$, and thus is non-zero. Hence it must be the case that $c_1 = 0$.

By similarly considering $g(a_i)$ for each $i$, we see that all the $c_i = 0$, which establishes linear independence of the $f_i$.

Something is missing from your statement of part b)...

Sorry, I didn't realize I omitted the last part.
b) Let $b_1,...,b_n$ in F be arbitrary (not necessarily distinct). Prove that there exists a unique polynomial g(x) of degree ≤ n - 1 in x with coefficients in F such that $g(a_i) = b_i$ for i = $1,..., n$ .
 
Re: Assume that the field F has at least n distinct elements $a_1, …, a_n$

Suppose the $f_i$ are as in part (a).

We know that $f_i(a_i) \neq 0$, so because we are in a field $f_i(a_i)^{-1}$ exists.

Define:

$\displaystyle g(x) = \sum_{j = 1}^n \frac{b_j}{f_i(a_j)}f_j(x)$

Then $\displaystyle g(a_i) = \frac{b_i}{f_i(a_i)}f_i(a_i) = b_i$

(all the non-$i$ terms are 0).

This shows existence...can you show uniqueness?

(hint: what does being a basis mean in terms of the coefficients of the $f_i$?)
 

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