MHB Existence of a Basis of a Vector Space

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The discussion centers on proving that the set of polynomials $f_1(x),...,f_n(x)$ forms a basis for the vector space of polynomials of degree ≤ n - 1 over a field F with at least n distinct elements. It is established that the polynomials are linearly independent, as shown by demonstrating that the only solution to a linear combination equating to the zero polynomial is the trivial solution where all coefficients are zero. Additionally, the existence of a unique polynomial $g(x)$ of degree ≤ n - 1 that satisfies $g(a_i) = b_i$ for arbitrary values $b_1,...,b_n$ is confirmed through the construction of $g(x)$ using the basis polynomials. The discussion emphasizes the importance of linear independence and the properties of polynomial functions in vector spaces. The proofs provided clarify the foundational concepts in polynomial algebra and vector space theory.
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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