update typo and structures

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Trance-0
2024-12-16 13:41:24 -06:00
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commit d471db49c4
24 changed files with 328 additions and 219 deletions

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@@ -1,10 +1,12 @@
# Lecture 7
## Letter choosing experiment
## Chapter 2: Computational Hardness
### Letter choosing experiment
For 100 letter tiles,
$p_1,...,p_{27}$ (with oe blank)
$p_1,...,p_{27}$ (with one blank)
$(p_1)^2+\dots +(p_{27})^2\geq\frac{1}{27}$
@@ -12,17 +14,17 @@ For any $p_1,...,p_n$, $0\leq p_i\leq 1$.
$\sum p_i=1$
$P[$the same event twice in a row$]=p_1^2+p_2^2....+p_n^2$
$P[\text{the same event twice in a row}]=p_1^2+p_2^2....+p_n^2$
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 for an adversary $\mathcal{A}$, who random choose $x'$ and output $f(x')=f(x)$ if matched. $P[f(x)=f(x')]\geq\frac{1}{|Y|}$
So $P[x\gets f(x);y=f(x):f(a(y,1^n))=y]\geq \frac{1}{|Y|}$
So $P[x\gets f(x);y=f(x):\mathcal{A}(y,1^n)=y]\geq \frac{1}{|Y|}$
## Modular arithmetic
### Modular arithmetic
For $a,b\in \mathbb{Z}$, $N\in \mathbb{Z}^2$
@@ -30,7 +32,7 @@ $a\equiv b \mod N\iff N|(a-b)\iff \exists k\in \mathbb{Z}, a-b=kN,a=kN+b$
Ex: $N=23$, $-20\equiv 3\equiv 26\equiv 49\equiv 72\mod 23$.
### Equivalent relations for any $N$ on $\mathbb{Z}$
#### Equivalent relations for any $N$ on $\mathbb{Z}$
$a\equiv a\mod N$
@@ -38,7 +40,7 @@ $a\equiv b\mod N\iff b\equiv a\mod N$
$a\equiv b\mod N$ and $b\equiv c\mod N\implies a\equiv c\mod N$
### Division Theorem
#### Division Theorem
For any $a\in \mathbb{Z}$, and $N\in\mathbb{Z}^+$, $\exists unique\ r,0\leq r<N$.
@@ -52,7 +54,7 @@ Definition: $gcd(a,b)=d,a,b\in \mathbb{Z}^+$, is the maximum number such that $d
Using normal factoring is slow... (Example: large $p,q,r$, $N=p\cdot q,,M=p\cdot r$)
#### Euclidean algorithm.
##### Euclidean algorithm
Recursively relying on fact that $(a>b>0)$
@@ -81,4 +83,38 @@ 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)
$T(n)=2\Theta(\log b)=O(\log n)$ (linear in size of bits input)
##### Extended Euclidean algorithm
Our goal is to find $x,y$ such that $ax+by=gcd(a,b)$
Given $a\cdot x\equiv b\mod N$, we do euclidean algorithm to find $gcd(a,b)=d$, then reverse the steps to find $x,y$ such that $ax+by=d$
```python
def extended_euclidean_algorithm(a,b):
if a%b==0: return (0,1)
x,y=extended_euclidean_algorithm(b,a%b)
return (y,x-y*(a//b))
```
Example: $a=12,b=43$, $gcd(12,43)=1$
$$
\begin{aligned}
43&=3\cdot 12+7\\
12&=1\cdot 7+5\\
7&=1\cdot 5+2\\
5&=2\cdot 2+1\\
2&=2\cdot 1+0\\
1&=1\cdot 5-2\cdot 2\\
1&=1\cdot 5-2\cdot (7-1\cdot 5)\\
1&=3\cdot 5-2\cdot 7\\
1&=3\cdot (12-1\cdot 7)-2\cdot 7\\
1&=3\cdot 12-5\cdot 7\\
1&=3\cdot 12-5\cdot (43-3\cdot 12)\\
1&=-5\cdot 43+18\cdot 12\\
\end{aligned}
$$
So $x=-5,y=18$