离散数学相关的概念

离散特征之间的相关性 在数据挖掘的时候,有时候我们会想计算不同特征之间的相关,比如在建模时用来减少冗余特征。连续特征之间的相关性很简单,用皮尔逊相关就可以了,是非常通用且有效的方法。但是在实践里面,大部分时候我们处理的是离散特征,所以这里想提出一个离散特征之间的相关计算办法。这是之前在看决策树C4.5的时候想到的一个思路,就是离散特征之间的相关,可以用决策树的经典算法中的信息增益和信息增益比来描述。 阅读详情

set

set 集合

A set is an unordered collection of distinct objects, called elements or members of the set. A
set is said to contain its elements. We write a ∈ A to denote that a is an element of the set A.
The notation a ∉ A denotes that a is not an element of the set A

equal 集合的相等

Two sets are equal if and only if they have the same elements. Therefore, if A and B are sets,
then A and B are equal if and only if ∀x(x ∈ A ↔ x ∈ B). We write A = B if A and B are equal
sets

任何一个元素,如果在A中,那么一定在B中。

empty set 空集合

There is a special set that has no elements. This set is called the empty set,
or null set, and is denoted by ∅. The empty set can also be denoted by { }

空集合与 singleton set 不同。∅,和{∅}也不同,前者是空集,里面没有元素;后者是包含空集的集合,里面有一个元素。

cardinality 基数

Let S be a set. If there are exactly n distinct elements in S where n is a nonnegative integer,
we say that S is a finite set and that n is the cardinality of S. The cardinality of S is denoted
by |S|.

包含 n 个不同的元素,则基数为n。

trust set

Given a predicate P, and a domain D, we define the truth set of P to be the set of elements x in D for which P(x) is true. The truth set of P(x) is denoted by {x ∈ D ∣ P(x)}

Function 函数

函数

Let A and B be nonempty sets. A function f from A to B is an assignment of exactly one
element of B to each element of A. We write f(a) = b if b is the unique element of B assigned
by the function f to the element a of A. If f is a function from A to B, we write f : A → B.

建立从集合A到集合B的映射,只能映射到B中的一个元素。

domain, codomain, image, preimage, range,maps

If f is a function from A to B, we say that A is the domain of f and B is the codomain of f.
If f(a) = b, we say that b is the image of a and a is a preimage of b. The range, or image, of f is the set of all images of elements of A. Also, if f is a function from A to B, we say that f
maps A to B.

injection, one-to-one

A function f is said to be one-to-one, or an injection, if and only if f(a) = f(b) implies that a = b for all a and b in the domain of f. A function is said to be injective if it is one-to-one.

一一对应,每个A中元素映射的值唯一,不一定能把B中所有元素都映射到。

surjective, onto

A function f from A to B is called onto, or a surjection, if and only if for every element b ∈ B there is an element a ∈ A with f(a) = b. A function f is called surjective if it is onto.

每个B中的元素,都有A中的元素可以映射过去,但不一定用到A中所有元素。

bijection, one-to-one correspondence

The function f is a one-to-one correspondence, or a bijection, if it is both one-to-one and onto. We also say that such a function is bijective.

一一对应,且每个定义域A中的元素和值域B中的元素都被用到了。

inverse function

Let f be a one-to-one correspondence from the set A to the set B. The inverse function of f is the function that assigns to an element b belonging to B the unique element a in A such that f(a) = b. The inverse function of f is denoted by f − 1 f ^{−1} f−1. Hence, f − 1 ( b ) = a f ^{−1}(b) = a f−1(b)=a when f(a) = b.

前提是 f 是一一对应的。

composition

Let g be a function from the set A to the set B and let f be a function from the set B to the set C. The composition of the functions f and g, denoted for all a ∈ A by f ◦g, is the function from A to C defined by
( f ◦ g ) ( a ) = f ( g ( a ) ) ( f ◦g)(a) = f(g(a)) (f◦g)(a)=f(g(a))

函数复合。

graph of function

Let f be a function from the set A to the set B. The graph of the function f is the set of ordered pairs ( a , b ) ∣ a ∈ A a n d f ( a ) = b {(a, b) ∣ a ∈ A and f(a) = b} (a,b)∣a∈Aandf(a)=b.

partial function

A partial function f from a set A to a set B is an assignment to each element a in a subset of A, called the domain of definition of f , of a unique element b in B. The sets A and B are called the domain and codomain of f , respectively. We say that f is undefined for elements in A that are not in the domain of definition of f . When the domain of definition of f equals A, we say that f is a total function

没有用到A中的所有元素,而是A的子集,被称为the domain of definition。

Cardinality of Sets

same cardinality

The sets A and B have the same cardinality if and only if there is a one-to-one correspondence from A to B. When A and B have the same cardinality, we write |A| = |B|

如果集合A,B之间可以建立一个一一映射的函数,那么就称A,B是等势的。

不等关系

If there is a one-to-one function from A to B, the cardinality of A is less than or the same as the cardinality of B and we write |A| ≤ |B|. Moreover, when |A| ≤ |B| and A and B have different cardinality, we say that the cardinality of A is less than the cardinality of B and we write |A| < |B|.

存在一个一到一的函数,从A映射到B(不一定覆盖所有B的元素),那么就有小于等于关系。只要他俩的基数不等,那就是小于关系。

Countable Sets

A set that is either finite or has the same cardinality as the set of positive integers is called
countable. A set that is not countable is called uncountable. When an infinite set S is countable, we denote the cardinality of S by ℵ0 (where ℵ is aleph, the first letter of the Hebrew alphabet). We write |S| = ℵ0 and say that S has cardinality “aleph null.

有有限个元素的集合或者与正整数有相同基数的集合是可数的。当一个集合是可数的时候,我们用 ℵ0表示他的基数。

一个无限的集合是可数的,当且仅当它可以将元素拍成一个序列(下标是正整数),因为一一映射的函数 f 会将正整数映射到另一个集合的元素。

所有整数的集合是可数的,可以将他按照 0 , 1 , − 1 , 2 , − 2 , . . . {0,1,-1,2,-2,...} 0,1,−1,2,−2,...的顺序排列。

有理数是可数的。可以将有理数看成 p q \frac{p}{q} qp​,然后用列表示所有有理数中分母为q的,行表示所有有理数中分子为p的。然后按照先p+q=2的,再p+q=3的顺序排列这些有理数。具体如图,箭头表示排列的方向。如果发现 p q \frac{p}{q} qp​的值出现了重复,那么就舍弃。圆圈表示被选来用来排列的那些数。
这样我们就找到了一个方法,可以按照顺序排列所有有理数,所以有理数是可数的。
在这里插入图片描述

Uncountable Set

实数是不可数集合,证明方法为 Cantor diagonalization argument,即对角线方法。
如果实数是可数的,那么0-1之间的实数应该也是可数的。那么我们假设0-1之间的实数可以按照某种顺序排列,比如:
r 1 = 0. d 11 d 12 d 13 d 14 … r 2 = 0. d 21 d 22 d 23 d 24 ⋯ r 3 = 0. d 31 d 32 d 33 d 34 ⋯ r 4 = 0. d 41 d 42 d 43 d 44 … ⋮ \begin{aligned} &r_{1}=0 . d_{11} d_{12} d_{13} d_{14} \ldots \\ &r_{2}=0 . d_{21} d_{22} d_{23} d_{24} \cdots \\ &r_{3}=0 . d_{31} d_{32} d_{33} d_{34} \cdots \\ &r_{4}=0 . d_{41} d_{42} d_{43} d_{44} \quad \ldots \\ &\quad \vdots \end{aligned} ​r1​=0.d11​d12​d13​d14​…r2​=0.d21​d22​d23​d24​⋯r3​=0.d31​d32​d33​d34​⋯r4​=0.d41​d42​d43​d44​…⋮​
其中 d i j ∈ { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } . d_{i j} \in\{0,1,2,3,4,5,6,7,8,9\} . dij​∈{0,1,2,3,4,5,6,7,8,9}. (例如,假设 r 1 = 0.23794102 … r_{1}=0.23794102 \ldots r1​=0.23794102…, 有 d 11 = d_{11}= d11​= 2 , d 12 = 3 , d 13 = 7 2, d_{12}=3, d_{13}=7 2,d12​=3,d13​=7以此类推)
然后,根据下面的规则生成这样的一个实数 r = 0. d 1 d 2 d 3 d 4 … r=0 . d_{1} d_{2} d_{3} d_{4} \ldots r=0.d1​d2​d3​d4​…其中:
d i = { 4  if  d i i ≠ 4 5  if  d i i = 4 d_{i}=\left\{\begin{array}{l} 4 \text { if } d_{i i} \neq 4 \\ 5 \text { if } d_{i i}=4 \end{array}\right. di​={4 if dii​​=45 if dii​=4​
假设 r 1 = 0.23794102 … r 2 = 0.44590138 … r 3 = 0.09118764 … r 4 = 0.80553900 … r_{1}=0.23794102 \ldots \\r_{2}=0.44590138 \ldots\\ r_{3}=0.09118764 \ldots \\ r_{4}=0.80553900 \ldots r1​=0.23794102…r2​=0.44590138…r3​=0.09118764…r4​=0.80553900…
那么有 r = 0. d 1 d 2 d 3 d 4 … = 0.4544 … r=0 . d_{1} d_{2} d_{3} d_{4} \ldots=0.4544 \ldots r=0.d1​d2​d3​d4​…=0.4544…, d 1 = 4 d_{1}=4 d1​=4 因为 d 11 ≠ 4 , d 2 = 5 d_{11} \neq 4, d_{2}=5 d11​​=4,d2​=5 因为 d 22 = 4 , d 3 = 4 d_{22}=4, d_{3}=4 d22​=4,d3​=4 因为 d 33 ≠ 4 , d 4 = 4 d_{33} \neq 4, d_{4}=4 d33​​=4,d4​=4 因为 d 44 ≠ 4 d_{44} \neq 4 d44​​=4以此类推。

每个无理数都有一个独特的十进制展开,r应该也一样。但构造的这个r不等于任何的 r 1 , r 2 , . . . r_1,r_2,... r1​,r2​,...。假设他等于 r i r_i ri​,那么理论上小数点后的每一位数都应该相同。但是如果 r i i r_{ii} rii​等于5,则 r r r中 d i = 4 d_i=4 di​=4,所以二者不相等,矛盾。
所以r不会在上面的列表中出现,所以假设所有0-1的实数都可以被排列出来不成立。所以有理数不可数。

Result about cardinality

可数集合的并仍可数

If A and B are countable sets, then A ∪ B is also countable.

CHRODER-BERNSTEIN THEOREM

If A and B are sets with |A| ≤ |B| and |B| ≤ |A|, then |A| = |B|. In other words, if there are one-to-one functions f from A to B and g from B to A, then there is a one-to-one correspondence between A and B

Uncomputable Functions

We say that a function is computable if there is a computer program in some programming
language that finds the values of this function. If a function is not computable we say it is
uncomputable

relation

Let A and B be sets. A binary relation from A to B is a subset of A × B

关系是A和B的笛卡尔积的子集。(a,b)表示a和b之间具有关系R,R表示什么可以自己去定义。比如A表示学生,B表示课程,R表示学生选了某个课程,那么(小明,物理)就可以表示小明选了物理课。

函数可以用关系表示。如果R是关于A,B的关系,并且A的元素是有序数对的第一个元素,且唯一是,那么R也可以表示成函数的graph。二者的不同是,关系可以一对多。

relation on set

Let A and B be sets. A binary relation from A to B is a subset of A × B

Let A be the set {1, 2, 3, 4}. Which ordered pairs are in the relation R = {(a, b) ∣ a divides b}?
R = {(1, 1), (1, 2), (1, 3), (1, 4), (2, 2), (2, 4), (3, 3), (4, 4)}

reflexive 自反的

A relation R on a set A is called reflexive if (a, a) ∈ R for every element a ∈ A

symmetric/antisymmetric 对称/反对称的

A relation R on a set A is called symmetric if (b, a) ∈ R whenever (a, b) ∈ R, for all a, b ∈ A. A relation R on a set A such that for all a, b ∈ A, if (a, b) ∈ R and (b, a) ∈ R, then a = b is called antisymmetric
whenever:无论何时

symmetric:只要a和b满足关系,那么b和a必定满足关系。
antisymmetric:如果a和b满足关系,且b和a满足关系,那么a和b一定相等。

transitive 传递的

A relation R on a set A is called transitive if whenever (a, b) ∈ R and (b, c) ∈ R, then (a, c) ∈ R, for all a, b, c ∈ A

composite

Let R be a relation from a set A to a set B and S a relation from B to a set C. The composite of R and S is the relation consisting of ordered pairs (a, c), where a ∈ A, c ∈ C, and for which there exists an element b ∈ B such that (a, b) ∈ R and (b, c) ∈ S. We denote the composite of R and S by S ◦R

degree

Let A1, A2, … , An be sets. An n-ary relation on these sets is a subset of A1 × A2 × ⋯ × An. The sets A1, A2, … , An are called the domains of the relation, and n is called its degree.

selection

Let R be an n-ary relation and C a condition that elements in R may satisfy. Then the selection operator sC maps the n-ary relation R to the n-ary relation of all n-tuples from R that satisfy the condition C.

从满足关系R的元素中再选出满足条件C的。

projection

The projection P i 1 i 2 , … , i m P_{i_{1} i_{2}, \ldots, i_{m}} Pi1​i2​,…,im​​ where i 1 < i 2 < ⋯ < i m i_{1}<i_{2}<\cdots<i_{m} i1​<i2​<⋯<im​, maps the n n n-tuple ( a 1 , a 2 , … , a n ) \left(a_{1}, a_{2}, \ldots, a_{n}\right) (a1​,a2​,…,an​) to the m m m-tuple ( a i 1 , a i 2 , … , a i m ) \left(a_{i_{1}}, a_{i_{2}}, \ldots, a_{i_{m}}\right) (ai1​​,ai2​​,…,aim​​), where m ≤ n m \leq n m≤n

也就是从n元关系里面,去掉一些。原来是n个元素组成的元组,现在减少到m个了。

join

Let R R R be a relation of degree m m m and S S S a relation of degree n . n . n. The join J p ( R , S ) J_{p}(R, S) Jp​(R,S) where p ≤ m p \leq m p≤m and p ≤ n p \leq n p≤n, is a relation of degree m + n − p m+n-p m+n−p that consists of all ( m + n − p ) (m+n-p) (m+n−p)-tuples ( a 1 , a 2 , … , a m − p , c 1 , c 2 , … , c p , b 1 , b 2 , … , b n − p ) , \left(a_{1}, a_{2}, \ldots, a_{m-p}, c_{1}, c_{2}, \ldots, c_{p}, b_{1}, b_{2}, \ldots, b_{n-p}\right), \quad (a1​,a2​,…,am−p​,c1​,c2​,…,cp​,b1​,b2​,…,bn−p​), where the m m m-tuple ( a 1 , a 2 , … , a m − p , c 1 , c 2 , … , c p ) \left(a_{1}, a_{2}, \ldots, a_{m-p}, c_{1}, c_{2}, \ldots, c_{p}\right) (a1​,a2​,…,am−p​,c1​,c2​,…,cp​) belongs to R R R and the n n n-tuple ( c 1 , c 2 , … , c p , b 1 , b 2 , … , b n − p ) \left(c_{1}, c_{2}, \ldots, c_{p}, b_{1}, b_{2}, \ldots, b_{n-p}\right) (c1​,c2​,…,cp​,b1​,b2​,…,bn−p​) belongs to S S S.

也就是R和S中有公共部分(c相关的),然后找出来有公共部分的所有组合。

closure

If R is a relation on a set A, then the closure of R with respect to P, if it exists, is the relation S on A with property P that contains R and is a subset of every subset of A × A containing R with property P.

也就是满足关系R,同时具有性质P。

equivalence relation

A relation on a set A is called an equivalence relation if it is reflexive, symmetric, and transitive.

equivalent

Two elements a and b that are related by an equivalence relation are called equivalent. The notation a ∼ b is often used to denote that a and b are equivalent elements with respect to a particular equivalence relation

如果a和b在某个等价关系下存在关系,那么就说a和b是equivalent的。a ~ b 表示在某个equivalence关系下a和b是equivalent的。

equivalence class

Let R R R be an equivalence relation on a set A . A . A. The set of all elements that are related to an element a a a of A A A is called the equivalence class of a a a. The equivalence class of a a a with respect to R R R is denoted by [ a ] R . [a]_{R} . [a]R​. When only one relation is under consideration, we can delete the subscript R R R and write [ a ] [a] [a] for this equivalence class.
[ a ] R = { s ∣ ( a , s ) ∈ R } [a]_{R}=\{s \mid(a, s) \in R\} [a]R​={s∣(a,s)∈R}

和a存在关系的所有元素构成的集合被称为等价类。

Theorem 等价关系

Let R R R be an equivalence relation on a set A . A . A. These statements for elements a a a and b b b of A A A are equivalent:
(i) a R b a R b aRb
(ii) [ a ] = [ b ] [a]=[b] [a]=[b]
(iii) [ a ] ∩ [ b ] ≠ ∅ [a] \cap[b] \neq \emptyset [a]∩[b]​=∅

partial ordering

A relation R on a set S is called a partial ordering or partial order if it is reflexive, antisymmetric, and transitive. A set S together with a partial ordering R is called a partially ordered set, or poset, and is denoted by (S, R). Members of S are called elements of the poset.

偏序关系:自反的,反对称的,传递的。

comparable

The elements a a a and b b b of a poset ( S , ≼ ) (S, \preccurlyeq) (S,≼) are called comparable if either a ≼ b a \preccurlyeq b a≼b or b ≼ a b \preccurlyeq a b≼a. When a a a and b b b are elements of S S S such that neither a ≼ b a \preccurlyeq b a≼b nor b ≼ a , a b \preccurlyeq a, a b≼a,a and b b b are called incomparable.

比如在偏序集 ( Z + , ∣ ) (Z^+,|) (Z+,∣)中,| 表示整除关系。3和9是课比较的,因为3整除9,但是5和7不是可比较的,因为5不整除7,7也不整除5.

linearly ordered set, chain

If ( S , ≼ ) (S, \preccurlyeq) (S,≼) is a poset and every two elements of S S S are comparable, S S S is called a totally ordered or linearly ordered set, and ≼ \preccurlyeq ≼ is called a total order or a linear order. A totally ordered set is also called a chain.

偏序集合中任何两个元素都是可比的,那么就可以把这个集合称为先行顺序集合\全序。

( Z + , ≤ ) (Z^+,\leq) (Z+,≤)就是全序的,因为集合中任何两个数a,b要么a≤b,要么b≤a

well-ordered

( S , ≼ ) (S, \preccurlyeq) (S,≼) is a well-ordered set if it is a poset such that ≼ \preccurlyeq ≼ is a total ordering and every nonempty subset of S S S has a least element.

lattice

A partially ordered set in which every pair of elements has both a least upper bound and a
greatest lower bound is called a lattice.

boolean variable, boolean function

Let B = { 0 , 1 } . B=\{0,1\} . B={0,1}. Then B n = { ( x 1 , x 2 , … , x n ) ∣ x i ∈ B B^{n}=\left\{\left(x_{1}, x_{2}, \ldots, x_{n}\right) \mid x_{i} \in B\right. Bn={(x1​,x2​,…,xn​)∣xi​∈B for 1 ≤ i ≤ n } \left.1 \leq i \leq n\right\} 1≤i≤n} is the set of all possible n n n-tuples of 0   s 0 \mathrm{~s} 0 s and 1   s 1 \mathrm{~s} 1 s. The variable x x x is called a Boolean variable if it assumes values only from B B B, that is, if its only possible values are 0 and 1. 1 . 1. A function from B n B^{n} Bn to B B B is called a Boolean function of degree n . n . n.

boolean expression

Boolean functions can be represented using expressions made up from variables and Boolean operations. The Boolean expressions in the variables x 1 , x 2 , … , x n x_{1}, x_{2}, \ldots, x_{n} x1​,x2​,…,xn​ are defined recursively as
0 , 1 , x 1 , x 2 , … , x n 0,1, x_{1}, x_{2}, \ldots, x_{n} 0,1,x1​,x2​,…,xn​ are Boolean expressions;
if E 1 E_{1} E1​ and E 2 E_{2} E2​ are Boolean expressions, then E ˉ 1 , ( E 1 E 2 ) \bar{E}_{1},\left(E_{1} E_{2}\right) Eˉ1​,(E1​E2​), and ( E 1 + E 2 ) \left(E_{1}+E_{2}\right) (E1​+E2​) are Boolean expressions.

《离散数学》计数原理笔记 四大计数原理 加法原理:设集合 SSS 被划分成两两不相交的部分S1,S2,...,SmS_1,S_2,...,SmS1​,S2​,...,Sm,则 SSS 的对象数目可以通过确定它的每一个部分的对象数目并如此相加得到: ∣S∣=∣S1∣+∣S2∣+...+∣Sm∣\mid S \mid = \mid S_1 \mid + \mid S_2 \mid +...+\mid S_m \mid∣S∣=∣S1​∣+∣S2​∣+...+∣Sm​∣ 乘法原理:令 SSS 是对象的有序对 (a,b)(a,b)(a,b)的 阅读详情

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