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Ch2 Basic Structures

本篇笔记介绍了集合的基本概念,包括集合的定义、表示方法、集合之间的关系、集合的操作以及函数的基本性质。我们探讨了集合的基数、可数性以及康托定理等重要主题。通过这些内容,读者将能够理解离散数学中集合和函数的基本结构和性质。(由 gpt-4o-mini 生成摘要)

Word Table
  • 符号(notation)
  • 省略号(ellipse)
  • 括号(brace)

集合 Sets

引言 Introduction

集合(set):A set is an unordered collection of objects.

  • The objects in a set are call the 元素(elements),or members, of the set.
  • A set is said to 包含(contain) its elements.
    • aAa \in Aaa is the member of the set AA.
    • a∉Aa \not\in Aaa is not the member of the set AA.
  • 空集(empty set)\varnothing.

集合的表示方式:The descriptions of a set

  • Roster method: listing all its members between braces, e.g. S={1,3,5,7,9}S=\{1,3,5,7,9\}.
  • Brace notation with ellipses: e.g. S={1,2,,99}S=\{1,2,\ldots,99\}.
  • Specification using set builder: S={xP(x)}S=\{x\mid P(x)\}, which means SS contains all the elements from UU (全集(universal set)) which have the property PP.
  • 维恩图(Venn diagrams)
罗素悖论 Russell Paradox

Suppose there is a town with just one male barber; and that every man in the town keeps himself clean-shaven: some by shaving themselves, some by attending the barber. The barber obeys the following rule: he shaves all and only those men in town who do not shave themselves. Does the barber shave himself?

集合之间的关系 Relations between Sets

Subset

ABA\subseteq B: AA is a 子集(subset) of the set BB.

ABx(xAxB)A \subseteq B \Leftrightarrow \forall x (x \in A \rightarrow x \in B)

Equal

A=BA=B: AA is 等于(equal) to BB.

A=BABBAA=B \Leftrightarrow A \subseteq B \land B \subseteq A

Proper Subset

ABA\subset B: A is a 真子集(proper subset) of the set BB.

ABABABx(xAxB)(xBx∉A)A \subset B \Leftrightarrow A \subseteq B \land A \neq B \Leftrightarrow \forall x (x \in A \rightarrow x \in B) \land \exists (x \in B \land x\not\in A)

The Size of Sets

Let SS be a set. If there are exactly nn distinct elements in SS where nn is a nonnegative integer, we say that SS is a 有限集(finite set) and that nn is the cardinality of SS.

Power Sets

Given a set S, the 幂集(power set) of S is the set of all subsets of the set S. P(x)\mathcal{P}(x) denotes the power set of SS.

证明:P(A)P(B)AB\mathcal{P}(A) \in \mathcal{P}(B) \Rightarrow A\in B.

Cartesian Products

The 有序 nn 元组(ordered nn-tuple) (a1,a2,,an)(a_1,a_2,\cdots ,a_n) is the ordered collection that has a1a_1 as its first element, a2a_2 as its second element, … , and ana_n as its nth element.

A1,A2,,AnA_1,A_2,\cdots,A_n笛卡尔积(cartesian product) 定义为

A1×A2×An={(a1,a2,,an)aiAifor i=1,2,n}A_1 \times A_2 \times \cdots A_n = \{(a_1,a_2,\cdots,a_n) \mid a_i \in A_i \quad\text{for }i=1,2,\cdots n\}
  • If A=m, B=n|A|=m,\ |B|=n, then A×B=B×A=mn|A\times B|=|B\times A|=mn.
  • A×BB×AA\times B\neq B\times A
  • A×=×A=A\times \varnothing = \varnothing \times A= \varnothing

Truth Sets of Quantifiers

Given a predicate PP and a domain DD. The 真集(truth set) of PP is PP is the set of elements xx in DD for which P(x)P(x) is true. Namely, the power set of PP is {xDP(x)}\{x \in D\mid P(x)\}

集合操作 Set Operations

Union

AB={xxAxB}A\cup B = \{x \mid x \in A \lor x \in B\}

Intersection

AB={xxAxB}A\cap B = \{x \mid x \in A \land x\in B\}

Difference

AB={xxAx∉B}A-B = \{x \mid x\in A \land x \not\in B\}: The difference of AA and BB.

Complement

A={xx∉AxU}\overline{A} = \{x \mid x \not\in A \land x\in U\}: A\overline{A} is the 补集(complement) of the set AA.

Symmetric difference

AB=(AB)(AB)A\oplus B = (A\cup B) - (A\cap B)

按出现与否统计的话就类似于异或操作。

集合恒等式 Set Indentities

更多集合恒等式(set indentities) 可以参考逻辑恒等式。

证明集合相等的一些方法 Ways to Prove Set Identities
  • 将证明恒等式转化为证两次子集。Show that ABA\subseteq B and that BAB\subseteq A.
  • 转化为 set builder 的形式,然后用逻辑恒等式证明。Use logical equivalences to prove equivalent set definitions.
  • 类似于真值表的做法。Use a membership table.
  • 从已有的恒等式中推演。Use previously proven identities.

函数 Functions

引言 Introduction

Let AA and BB be nonempty sets. A 函数(function) (mapping or transformations) ff from AA to BB:

f:ABf:A\rightarrow B a(aA!b(bBf(a)=b))\forall a (a \in A \rightarrow \exists ! b (b \in B \land f(a) = b))
  • AA is called the 定义域(domain) of ff
  • BB is called the 值域(codomain) of ff

If f(a)=bf(a) = b,

  • bb is called the image of aa under ff.
  • aa is called a preimage of bb.

Let ff be a function from the set AA to the set BB. The 图(graph) of the function ff is the set of ordered pairs

{(a,b)aAf(a)=b}\{(a,b) \mid a \in A \land f(a) = b\}

单射与满射 One-to-One and Onto Functions

A function f is 单射函数(one-to-one function = injection) (denoted 1-1), or 单射的(injective) if

ab(f(a)=f(b)a=b)\forall a \forall b (f(a) = f(b) \rightarrow a = b)

A function ff from AA to BB is called 满射函数(onto function = surjection), or 满射的(surjective) if

bBaA(f(a)=b)\forall b \in B \exists a \in A (f(a) = b)

The function f is a 一一对应的(one-to-one correspondence), or a 双射(bijection), if it is both one-to-one and onto.

Showing that ff is one-to-one or onto

反函数 Inverse Functions

Let ff be a bijection from AA to BB. Then the 反函数(inverse function) of ff, denoted as f1f^{-1}, is the function from BB to AA defined as

f1(y)=x iff f(x)=yf^{-1} (y) = x \text{ iff } f(x) = y
  • 函数 ff 的反函数存在当且仅当函数 ff 是双射函数。Function ff is 可逆的(invertible) if and only if ff is bijective. No inverse function exists unless ff is a bijection.

函数的复合 Compositions of Functions

Let gg be a function from the set AA to the set BB and let ff be a function form the set BB to the set CC. The composition of the functions ff and gg denoted by fgf \circ g is defined by:

fg(a)=f(g(a))f \circ g (a) = f(g(a))
  • fgf\circ g can’t be defined unless the range of gg is a subset of the domain of ff.

高斯函数 Floor and Ceiling Functions

关于高斯函数的实用性质 Useful Properties of the Floor and Ceiling Functions

数列 Sequence

引言 Introduction

A 数列(sequence) is a function from a subset of the set of integers (usually either the set {0,1,2,}\{0, 1, 2, \ldots\} or the set {1,2,3,}\{1, 2, 3,\ldots\}) to a set SS. We use the notation ana_n to denote the image of the integer nn. We call an a term of the sequence.

A 等比数列(geometric progression) is a sequence of the form

a, ar, ar2, , arna,\ ar,\ ar^2,\ \ldots,\ ar^n

where the initial term aa and the 公比(common ratio) rr are real numbers.

An 等差数列(arithmetic progression) is a sequence of the form

a, a+d, a+2d, a+nda,\ a+d,\ a+2d\, \ldots,\ a+nd

where the initial term aa and the 公差(common difference) dd are real numbers.

和式 Summations

sSf(s)\sum_{s\in S} f(s)

SS: the subset of the domain of the function ff

Some Useful Summation Formulae

集合的基数 Cardinality of Sets

引言 Introduction

  • The cardinality of a set AA is equal to the cardinality of a set BB, denoted A=B| A | = | B |, iff there exists a bijection from AA to BB.
  • If there is an injection from AA to BB, the cardinality of AA is less than or the same as the cardinality of BB and we write AB|A| \le |B|. When AB|A| \le |B| and AA and BB have different cardinality, we say that the cardinality of AA is less than the cardinality of BB and write A<B|A|<|B|.

所以说,比较集合的基数(cardinality of set) 的大小最关键的步骤就在于找到一个集合 SS 到另一个集合 TT单射,如果这样的单射能够找到,就有 ST|S|\le |T|

可数的 Countable

  • A set that is either 有限的(finite) or has the same cardinality as the set of positive integers called 可数的(countable).
  • A set that is not countable is called 不可数的(uncountable).
  • When an infinite set SS is countable, we denote the cardinality of SS by 0\aleph_0 (阿列夫零(aleph null)).
  • If A=Z+|A| = | \mathbb{Z}_+ |, the set AA is 可数无穷(countable infinite).
证明:正有理数集 Q+\mathbb{Q}_+ 是可数的。

(1) Q+S|\mathbb{Q}_+| \le |S|x=p/q(p,q)x=p/ q \rightarrow (p,q)

(2) S=Z+|S| = |\mathbb{Z}_+|:沿着对角线取——TBD

(3) Z+Q+|\mathbb{Z}_+| \le |\mathbb{Q}_+|xx/1x\rightarrow x/1

证明:0011 之间的实数集是不可数的。
证明:[0,1][0,1](0,1)(0,1) 是等势的。
证明:N\mathbb N 的所有有限子集是可数的。

先直接给出一种数数方法:数集合的二进制表示。

再给出一个证明:

康托定理 Cantor’s Theorem

Theorem: 康托定理(Cantor’s Theorem)

The cardinality of the powerset of an arbitrary set has a greater cardinality than the original arbitrary set.

实际上有:P(k)=k+1|\mathcal P(\aleph_k)| = |\aleph_{k+1}|

Comments

2
Y
Yuki2 days ago
The √dₖ intuition finally clicked for me here — the "keeps logits calm" framing is so much better than the papers.
K
Kenji5 days ago
Would love a follow-up on positional encodings! Bookmarking this.