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CSE5313 Coding and information theory for data science (Lecture 4)
Algebra over finite fields
\mathbb{N} is the set of natural numbers.
by adding additive inverse, we can define the set of integers \mathbb{Z}.
by adding multiplicative inverse, we can define the set of rational numbers \mathbb{Q}.
by adding limits, we can define the set of real numbers \mathbb{R}.
by adding polynomial roots, we can define the set of complex numbers \mathbb{C}.
Another two extensions \mathbb{H} for quaternions and \mathbb{O} for octonions.
Few theorems about extension of fields
- As long as it is irreducible, the choice of
f(x)does not matter.- If
f_1(x), f_2(x)are irreducible of the same degree, then\mathbb{Z}_p[x] \mod f_1(x) \cong \mathbb{Z}_p[x] \mod f_2(x).
- If
- Over every
\mathbb{Z}_p(pprime), there exists an irreducible polynomial of every degree. - All finite fields of the same size are isomorphic.
- All finite fields are of size
p^dfor primepand integerd.
Corollary: This is effectively the only way to construct finite fields.
Common notations
\mathbb{F}_q is the finite field with q elements. where q is a prime power.
\mathbb{F}_q^t is a vector field of dimension t over \mathbb{F}_q. (no notion of multiplication)
\mathbb{F}_{q^t} is the finite field with q^t elements. (as extension field of \mathbb{F}_q)
\mathbb{F}_{q^t}\Rightarrow \mathbb{F}_q^t. Every extension field of \mathbb{F}_q is a vector field over \mathbb{F}_q.
\mathbb{F}_q^t\nRightarrow \mathbb{F}_{q^t}. Additional structure is required.
Important
From now on, we will use
+,\cdotto denote the modulo operations\oplus,\odot.
Few exercises
Let F be a field and \alpha(x)\in F[x]. Prove that for \beta\in F, show \alpha(\beta)=0\iff (x-\beta)\mid \alpha(x).
Proof
\implies:
Suppose x-\beta\mid \alpha(x), then \alpha(x)=(x-\beta)q(x) for some q(x)\in F[x].
Thus, \alpha(\beta)=(\beta-\beta)q(\beta)=0.
\impliedby:
We proceed by induction over \deg(\alpha(x)).
Base case: \deg(\alpha(x))=1, then \alpha(x)=\alpha_0+\alpha_1x for some \alpha_0,\alpha_1\in F.
Then \alpha(\beta)=\alpha_0+\alpha_1\beta=0\iff \alpha_1\beta. So \alpha_0=-\alpha_1\beta.
So \alpha(x)=\alpha_1 x-\alpha_1\beta=\alpha_1 (x-\beta).
Inductive step: Suppose \deg(\alpha(x))>1, and the condition holds for all polynomials r(x) with \deg(r(x))<\deg(\alpha(x)).
Then a(x)=(x-\beta)q(x)+r(x) for some q(x),r(x)\in F[x] with \deg(r(x))<1 (By euclid's division algorithm).
By our inductive hypothesis, r(x)=0\iff (x-\beta)\mid r(x).
So \alpha(x)=(x-\beta)q(x)+r(x)=0\iff (x-\beta)\mid \alpha(x).
Let F be a field and a(x)\in F[x]. Prove that for \beta\in F, show a(\beta)=0\iff f(x)\mid a(x).
Solution
9=3^2
We extend \mathbb{Z}_3=\mathbb{F}_3 to \mathbb{F}_{3^2}.
We extend this by using an irreducible polynomial of degree 2.
Need to find an irreducible polynomial f(x)=x^2+\alpha\in \mathbb{F}_3[x].
Tip
In
\mathbb{F}_3,\forall x\in \mathbb{F}_3,x^2\neq 2. Sof(x)=x^2+1has no root in\mathbb{F}_3.
Consider f(x)=x^2-2=x^2+1.
Suppose for contradiction that f(x) is reducible, then f(x)=a(x)b(x) for some a(x),b(x)\in \mathbb{F}_3[x]. And a(x),b(x) are both of degree 1.
So f(x)=(\alpha_1 x-a_2)(\beta_1 x-\beta_2) for some \alpha_1,\alpha_2,\beta_1,\beta_2\in \mathbb{F}_3, and \alpha_1\beta_1\neq 0.
So f(\frac{a_2}{a_1})=0
This contradicts the fact that f(x) has no root in \mathbb{F}_3.
Summary from last lecture
A recipe for constructing a field \mathbb{F} with p^t elements (p prime).
- Construct
\mathbb{Z}_p. - Find an irreducible polynomial
f(x)of degreet(always exists). - Let
\mathbb{F} = \mathbb{Z}_p[x] \mod f(x).- The elements: polynomials in
\mathbb{Z}_p[x]of degree at mostt-1. - Addition and multiplication
\mod f(x).
- The elements: polynomials in
Facts:
- Choice of
f(x)does not matter.- Always end up with isomorphic
\mathbb{F}(identical up to renaming of elements). - All finite fields are of size
p^tfor primepand somet.
- Always end up with isomorphic
- The above recipe is unique.
- The above recipe is unique.
Algebra over finite fields
Groups
A group is a set G with an operation \cdot that satisfies the following axioms:
- Closure:
\forall a,b\in G, a\cdot b\in G. - Associativity:
\forall a,b,c\in G, (a\cdot b)\cdot c=a\cdot (b\cdot c). - Identity:
\exists e\in G, \forall a\in G, a\cdot e=e\cdot a=a. - Inverses:
\forall a\in G, \exists a^{-1}\in G, a\cdot a^{-1}=a^{-1}\cdot a=e.
Important
- Operator
\cdotis not necessarily commutative. (if so then it's called an abelian group)- May not be finite/infinite.
- May represented in power notation
a^n=a^{n-1}\cdot a.
Examples of groups
(\mathbb{Z},+) is an abelian group.
(\mathbb{Q},+) is an abelian group.
(\{\mathbb{R}\setminus\{0\},\cdot\}) is an abelian group.
Let \mathbb{Z}_n^*=\{x\in \mathbb{Z}_n:gcd(x,n)=1\}.
Then (\mathbb{Z}_n^*,\cdot) is a group. If n is prime, then \mathbb{Z}_n^* only need to remove 0.
Order of element in group
Let (G,\cdot) be a finite group.
Then there exists k\in\mathbb{N} such that a^k=e.
Proof
Consider the sequence a,a^2,a^3,\cdots.
Since G is finite, there exists i,j\in\mathbb{N} such that a^i=a^j.
Then a^i=a^j\iff a^{i-j}=e.
So there exists k=i-j\in\mathbb{N} such that a^k=e.
The order of an element a\in G (denoted as \mathcal{O}(a)) is the smallest positive integer n such that a^n=e.
Examples:
order of 5 in (\mathbb{Z}_6,+) is 6.
If a^l=e, then \mathcal{O}(a)\mid l.
Proof
Let \mathcal{O}(a)=m, then if a^l=e, then by definition of order, l\geq m. So \exists q,r\in\mathbb{N} such that l=qm+r and r<m.
So a^l=a^{qm+r}=a^r=e. This contradicts the definition of order. That l is the smallest positive integer such that a^l=e.
Cyclic groups
A group G is called cyclic if there exists a\in G such that \mathcal{O}(a)=|G|.
G=\{a^i|i\in\mathbb{Z}\}
one element is a generator of the group.
Exercises for cyclic groups
Is (\mathbb{Z}_n,+) cyclic? If so, find a generator.
Solution
Yes, the generator is \{a|a\in \mathbb{Z}_n,gcd(a,n)=1\}.