2.2 KiB
Lecture 7
Letter choosing experiment
For 100 letter tiles,
p_1,...,p_{27} (with oe blank)
(p_1)^2+\dots +(p_{27})^2\geq\frac{1}{27}
For any p_1,...,p_n, 0\leq p_i\leq 1.
\sum p_i=1
$P[$the same event twice in a row$]=p_1^2+p_2^2....+p_n^2$
By Cauchy-Schwarz: |u\cdot v|^2 \leq ||u||\cdot ||v||^2.
let \vec{u}=(p_1,...,p_n), \vec{v}=(1,..,1), so (p_1^2+p_2^2....+p_n)^2\leq (p_1^2+p_2^2....+p_n^2)\cdot n. So p_1^2+p_2^2....+p_n^2\geq \frac{1}{n}
So for an adversary A, who random choose x' and output f(x')=f(x) if matched. P[f(x)=f(x')]\geq\frac{1}{|Y|}
So P[x\gets f(x);y=f(x):f(a(y,1^n))=y]\geq \frac{1}{|Y|}
Modular arithmetic
For a,b\in \mathbb{Z}, N\in \mathbb{Z}^2
a\equiv b \mod N\iff N|(a-b)\iff \exists k\in \mathbb{Z}, a-b=kN,a=kN+b
Ex: N=23, -20\equiv 3\equiv 26\equiv 49\equiv 72\mod 23.
Equivalent relations for any N on \mathbb{Z}
a\equiv a\mod N
a\equiv b\mod N\iff b\equiv a\mod N
a\equiv b\mod N and b\equiv c\mod N\implies a\equiv c\mod N
Division Theorem
For any a\in \mathbb{Z}, and N\in\mathbb{Z}^+, \exists unique\ r,0\leq r<N.
\mathbb{Z}_N=\{0,1,2,...,N-1\} with modular arithmetic.
a+b\mod N,a\cdot b\mod N
Theorem: If a\equiv b\mod N and$c\equiv d\mod N$, then a\cdot c\equiv b\cdot d\mod N.
Definition: gcd(a,b)=d,a,b\in \mathbb{Z}^+, is the maximum number such that d|a and d|b.
Using normal factoring is slow... (Example: large p,q,r, N=p\cdot q,,M=p\cdot r)
Euclidean algorithm.
Recursively relying on fact that (a>b>0)
gcd(a,b)=gcd(b,a\mod b)
def euclidean_algorithm(a,b):
if a<b: return euclidean_algorithm(b,a)
if b==0: return a
return euclidean_algorithm(b,a%b)
Proof:
We'll show d|a and d|b\iff d|b and d|(a\mod b)
\impliedby a=q\cdot b+r, r=a\mod b
\implies d|r, r=a\mod b
Runtime analysis:
Fact: b_{i+2}<\frac{1}{2}b_i
Proof:
Since a_i=q_i\cdot b_i+b_{i+1}, and b_1=q_2\cdot b_2+b_3, b_2>b_3, and q_2 in worst case is 1, so b_3<\frac{b_1}{2}
T(n)=2\Theta(\log b)=O(\log n) (linear in size of bits input)