From b4c078afe200feff0fda14c34f5a0218db26ffe8 Mon Sep 17 00:00:00 2001 From: Price Hiller Date: Sun, 7 Apr 2024 00:39:58 -0500 Subject: [PATCH] cs-2233: add `Notes.org` --- Spring-2023/CS-2233/Notes.org | 428 ++++++++++++++++++ Spring-2023/CS-2233/assets/arrow-diagram.png | Bin 0 -> 35678 bytes .../assets/common-funcs-algo-complexity.png | Bin 0 -> 71399 bytes .../rules-asymptotic-growth-of-functions.png | Bin 0 -> 86006 bytes Spring-2023/CS-2233/assets/set-identities.png | Bin 0 -> 121106 bytes 5 files changed, 428 insertions(+) create mode 100644 Spring-2023/CS-2233/Notes.org create mode 100644 Spring-2023/CS-2233/assets/arrow-diagram.png create mode 100644 Spring-2023/CS-2233/assets/common-funcs-algo-complexity.png create mode 100644 Spring-2023/CS-2233/assets/rules-asymptotic-growth-of-functions.png create mode 100644 Spring-2023/CS-2233/assets/set-identities.png diff --git a/Spring-2023/CS-2233/Notes.org b/Spring-2023/CS-2233/Notes.org new file mode 100644 index 0000000..8b423b4 --- /dev/null +++ b/Spring-2023/CS-2233/Notes.org @@ -0,0 +1,428 @@ +* Discrete Math Notes [2024-03-30 Sat 22:51] :journal:cs2233:college:discrete_math: + +** Laws of Propositional Logic +:PROPERTIES: +:ID: 539a691a-ce6d-4711-84ba-57e74ed42f27 +:END: +*** Domination Laws + +- $p ∧ F ≡ F$ +- $p ∨ ≡ T$ + +*** Double Negation Law + +- $¬¬p ≡ p$ + +*** Complement Laws + +- $p ∧ ¬p ≡ F$ +- $¬T ≡ F$ +- $p ∨ ¬p ≡ T$ +- $¬F ≡ T$ + +*** De Morgan's Laws + +- $¬(p ∨ q) ≡ ¬p ∧ ¬q$ +- $¬(p ∧ q) ≡ ¬p ∨ ¬q$ + +*** Absorption Laws + +- $p ∨ (p ∧ q) ≡ p$ +- $p ∧ (p ∨ q) ≡ q$ + +*** Idempotent Laws + +- $p ∨ p ≡ p$ +- $p ∧ p ≡ p$ + +*** Associative Laws + +Modifying the location of grouping doesn't modify the output among like operators. + +- $(p ∨ q) ∨ r ≡ p ∨ (q ∨ r)$ +- $(p ∧ q) ∧ r ≡ p ∧ (q ∧ r)$ + +*** Commutative Laws + +Modifying the location of variables doesn't modify the output around like operators. + +- $(p ∨ q) ≡ (q ∨ p)$ +- $(p ∧ q) ≡ (q ∧ p)$ + +*** Distributive Laws + +- $p ∨ (q ∧ r) ≡ (p ∨ q) ∧ (p ∨ r)$ +- $p ∧ (q ∨ r) ≡ (p ∧ q) ∨ (p ∧ r)$ + +*** Identity Laws + +- $p ∨ F ≡ p$ +- $p ∧ T ≡ T$ + +*** Conditional Identities + +- $p → q ≡ ¬p ∨ q$ +- $p ↔ q ≡ (p → q) ∧ (q → p)$ + +** Even and Odd Integers +- An integer $x$ is /*even*/ if there is an integer $k$ such that $x = 2k$ +- An integer $x$ is /*odd*/ if there is an integer $k$ such that $x = 2k + 1$ + +** Parity + +- The /*parity*/ of a number is whether the number is odd or even. If two numbers are both even + or both odd, then the two numbers have the /*same parity*/. If one number is odd and the other + is even is even, then the two numbers have /*opposite parity*/. + +** Rational Numbers +- A number $r$ is /*rational*/ if there exist integers $x$ and $y$ such that $y ≠ 0$ and + $r = x/y$. + +** Divides + +- An integer $x$ /*divides*/ an integer $y$ if and only if $x ≠ 0$ and $y = kx$, for some + integer $k$. The fact that $x$ divides $y$ is denoted $x | y$. If $x$ does not divide $y$, then + the fact is denoted $x ∤ y$. + +** Prime and Composite Numbers +- An integer $n$ is /*prime*/ if and only if $n > 1$, and the only positive integers that divide + $n$ are $1$ and $n$. +- An integer $n$ is /*composite*/ if and only if $n > 1$, and there is an integer $m$ such that + $1 < m < n$ and $m$ divides $n$. + +** Consecutive Integers +- Two integers are /*consecutive*/ if one of the numbers is equal to $1$ plus the other number. + Effectively $n = m + 1$. + +** Proof by Contrapositive +- A /*proof by contrapositive*/ proves a conditional theorem of the form $p → c$ by showing that + the contrapositive $¬c → ¬p$ is true. In other words, $¬c$ is assumed to be true and $¬p$ is + proven as a result of $¬c$. + +** Sets + +*** Common Mathematical Sets + +| Set | Symbol | Examples of Elements | +|--------------------|--------|---------------------------| +| Natural Numbers | ℕ | 0,1,2,3,... | +| Integers | ℤ | ...,-2,-1,0,1,2,... | +| Rational Numbers | ℚ | 0, 1/2, 5.23,-5/3, 7 | +| Irrational Numbers | ℙ | π, √2, √5/3, -4/√6 | +| Real Numbers | ℝ | 0, 1/2, 5.23, -5/3, π, √2 | + +*** Subset +- If every element in $A$ is also an element of $B$, then $A$ is a /*subset*/ of $B$, denoted as $A ⊆ B$. +- If there is an element of $A$ that is not an element of $B$, then $A$ is not a subset of $B$, + denoted as $A ⊈ B$. +- If the universal set is $U$, then for every set $A$: $Ø ⊆ A ⊆ U$ +- If $A ⊆ B$ and there is an element of $B$ that is not an element of $A$ (i.e. $A ≠ B$), then + $A$ is a /*proper subset*/ of $B$, denoted as $A ⊂ B$. +*** Power Set +- The /*power set*/ of a set $A$, denoted $P(A)$, is the set of all subsets of $A$. For example + if $A = {1,2,3}$, then: $P(A) = {Ø,{1},{2},{3},{1,2},{1,3},{2,3},{1,2,3}}$ +**** Cardinality of a Power Set +- Let $A$ be a finite set of cardinality $n$. Then the cardinality of the power set of $A$ is + $2^n$, or $|P(A)| = 2^n$ + +*** Set Operations +**** Set Intersection + +- Let $A$ and $B$ be sets. The $intersection$ of $A$ and $B$, denoted $A ∩ B$ and read "$A$ + intersect $B$", is the set of all elements that are elements of both $A$ and $B$. + +**** Set Union + +- The /*union*/ of two sets, $A$ and $B$, denoted $A ∪ B$ and read "$A$ union $B$", is the set + of all elements that are elements of $A$ or $B$. The definition for union uses the inclusive + or, meaning that if an element is an element of both $A$ and $B$, then it also and element of + $A ∪ B$. +**** Set Difference +- The /*difference*/ between two sets $A$ and $B$, denoted $A - B$, is the set of elements that + are in $A$ but not in $B$. +- The difference operation is not commutative since it is not necessarily the case that $A - B = B - A$. + Consider that $3 - 2 ≠ 2 - 3$, same applies for the set difference operator. + +**** Set Symmetric Difference +- The /*symmetric difference*/ between two sets, $A$ and $B$, denoted $A ⊕ B$, is the set of + elements that are a member of exactly one of $A$ and $B$, but not both. An alternate + definition of the symmetric difference operation is: $A ⊕ B = (A - B) ∪ (B - A)$ + +**** Set Complement +- The /*complement*/ of a set $A$, denoted $ ̅A$, is the set of all elements in $U$ (the + universal set) that are not elements of $A$. An alternate definition of $ ̅A$ is + $U - A$. + +*** Summary of Set Operations +| Operation | Notation | Description | +|----------------------|----------|--------------------------------| +| Intersection | $A ∩ B$ | ${x: x ∈ A and x ∈ B}$ | +| Union | $A ∪ B$ | ${x: x ∈ A and x ∈ B or both}$ | +| Difference | $A - B$ | ${x: x ∈ A and x ∉ B}$ | +| Symmetric Difference | $A ⊕ B$ | ${x: x ∈ A - B or x ∈ B - A}$ | +| Complement | $ ̅A$ | ${x: x ∉ A}$ | + +*** Set Identities +- A /*set identity*/ is an equation involving sets that is true regardless of the contents of the + sets in the expression. +- Set identities are similar to [[id:539a691a-ce6d-4711-84ba-57e74ed42f27][Laws of Propositional Logic]] +- The sets $U$ and $Ø$ correspond to the constants true (T) and false (F): + - $A ∈ Ø ↔ F$ + - $A ∈ U ↔ T$ + +[[./assets/set-identities.png][Table of set identities]] + +*** Cartesian Products + +- An /*ordered pair*/ of items is written $(x,y)$ +- The first /*entry*/ of the ordered pair $(x,y)$ is $x$ and the second entry is $y$ +- The use of parentheses $()$ for an ordered pair indicates that the order of the entries is + significant, unlike sets which use curly braces ${}$ +- Two ordered pairs $(x,y)$ and $(u,w)$ are equal if and only if $x = u$ and $y = w$ +- For two sets, $A$ and $B$, the /*Cartesian product*/ of $A$ and $B$ denoted $A × B$, is the + set of all ordered pairs in which the first entry is in $A$ and the second entry is in $B$. + That is: $A × B = {(a,b): a ∈ A and b ∈ B}$ +- Since the order of the elements in a pair is significant, $A × B$ will not be the same as + $B × A$, unless $A = B$, or either $A$ or $B$ is empty. If $A$ and $B$ are finite sets then + $|A × B| = |A| × |B|$ + +*** Strings + +- A sequence of characters is called a /*string*/ +- The set of characters used in a set of strings is called the /*alphabet*/ for the set of + strings +- The /*length*/ of a string is the number of characters in the string +- A /*binary string*/ is a string whose alphabet is {0,1} + - A /*bit*/ is a character in a binary string + - A binary string of length $n$ is also called an /*$n$-bit string*/ + - The set of binary strings of length $n$ is denoted as ${0,1}^n$ +- The /*empty string*/ is the unique string whose length is 0 and is usually denoted by the + symbol $λ$. Since ${0,1}^0$ is the set of all binary strings of length 0, ${0,1}^0 = {λ}$ +- If $s$ and $t$ are two strings, then the /*concatenation*/ of $s$ and $t$ (denoted $st$) is + the string obtained by putting $s$ and $t$ together + - Concatenating any string $x$ with the empty string ($λ$) gives back: $x: xλ = x$ + +** Functions + +_Definition of a function:_ +#+begin_src typst +A function $f$ that maps elements of a set $X$ to elements of a set $Y$, is a subset of $X × Y$ +such that for every $x ∈ X$, there is exactly one $y ∈ Y$ for which $(x,y) ∈ f$. + +$f: X → Y$ is the notation to express the fact that $f$ is a function from $X$ to $Y$. The set +$X$ is called the _*domain*_ of $f$, and the set $Y$ is the _*target*_ of $f$. An alternate word +for target that is sometimes used is _*co-domain*_. The fact that $f$ maps $x$ to $y$ +(or $(x,y) ∈ f$) can also be denoted as $f(x) = y$ +#+end_src + +- If $f$ maps an element of the domain to zero elements or more than one element of the target, + then $f$ is not /*well-defined*/. +- If $f$ is a function mapping $X$ to $Y$ and $X$ is a finite set, then the function $f$ can be + specified by listing the pairs $(x,y)$ in $f$. Alternatively, a function with a finite domain + can be expressed graphically as an arrow diagram. +- In an /*arrow diagram*/ for a function $f$, the elements of the domain $X$ are listed on the + left and the elements of the target $Y$ are listed on the right. There is an arrow diagram from + $x ∈ X$ to $y ∈ Y$ if and only if $(x,y) ∈ f$. Since $f$ is a function, each $x ∈ X$ has + exactly one $y ∈ Y$ such that $(x,y) ∈ f$, which means that in the arrow diagram for a + function, there is exactly one arrow pointing out of every element in the domain. + - See the following example arrow diagram: [[./assets/arrow-diagram.png]] +- For function $f: X → Y$, an element $y$ is in the /*range*/ of $f$ if and only if there is an + $x ∈ X$ such that $(x,y) ∈ f$. + - Expressed in set notation: Range of $f = {y: (x,y) ∈ f, for some x ∈ X}$ +*** Function Equality + +- Two functions, $f$ and $g$, are /*equal*/ if $f$ and $g$ have the same domain and target, and + $f(x) = g(x)$ for every element $x$ in the domain. The notation $f = g$ is used to denote the + fact that functions $f$ and $g$ are equal. + +*** The Floor Function + +- The /*floor function*/ maps a real number to the nearest integer in the downwards direction +- The floor function is denoted as: $floor(x) = ⌊x⌋$ + +*** The Ceiling Function +- The /*ceiling function*/ rounds a real number to the nearest integer in the upwards direction +- The ceiling function is denoted as: $ceiling(x) = ⌈x⌉$ + +*** Properties of Functions +- A function $f: X → Y$ is /*one-to-one*/ or /*injective*/ if $x_1 ≠ x_2$ implies that + $f(x_1) ≠ f(x_2)$. That is, $f$ maps different elements in $X$ to different elements in $Y$. +- A function $f: X → Y$ is /*onto*/ or /*surjective*/ if the range of $f$ is equal to the target + $Y$. That is, for every $y ∈ Y$, there is an $x ∈ X$ such that $f(x) = y$. +- A function is /*bijective*/ if it is both one-to-one and onto. A bijective function is called a + /*bijection*/. A bijection is also called a /*one-to-one correspondence*/. + +*** Composition of Functions +- The process of applying a function to the result of another function is called + /*composition*/. +- Definition of /*function composition*/ + #+begin_src typst + $f$ and $g$ are two function, where $f: X → Y$ and $g: Y → Z$. The composition of $g$ with + $f$, denoted $g ○ f$, is the function ($g ○ f): X → Z$, such that for all + $x ∈ X, (g ○ f)(x) = g(f(x))$ + #+end_src +- Composition is /associative/ +- The /*identity function*/ always maps a set onto itself and maps every element onto itself. + - The identity function on $A$, denoted $I_A: A → A$, is defined as $I_A(a) = a$, for all + $a ∈ A$ + - If a function $f$ from $A$ to $B$ has an inverse, then $f$ composed with its inverse is the + indentity function. If $f(a) = b$, then $f^-1(b) = a$, and + $(f^-1 ○ f)(a) = f^-1(f(a)) = f^-1(b) = a$. + - Let $f: A → B$ be a bijection. Then $f^-1 ○ f = I_A$ and $f ○ f^-1 = I_B$ +** Computation + +*** Introduction to Algorithms + +- An /*algorithm*/ is a step-by-step method for solving a problem. A description of an algorithm + specifies the input to the problem, the output to the problem, and the sequence of steps to be + followed to obtain the output from the input. +- A description of an algorithm usually includes + - A name for the algorithm + - A brief description of the task performed by the algorithm + - A description of the input + - A description of the output + - A sequence of steps to follow +- Algorithms are often described in /*pseudocode*/, which is a language between written English + and a computer language +- An important type of step in an algorithm is an /*assignment*/, in which a variable is given a + variable. The assignment operated is denoted by $:=$, for example to assign $x$ to $y$ you + would write it as: $x := y$. +- The output of an algorithm is specified by a /*return*/ statement. + - For example, the statement $Return(x)$ would return the value of $x$ as the output of the + algorithm. + - A return statement in the middle of an algorithm causes the execution of the algorithm to + stop at that point and return the indicated value +**** The if-statement and the if-else-statement +- An /*if-statement*/ tests a condition, and executes one or more instructions if the condition + evaluates to true. In a single line if-statement, a conditon and instruction appear on the + same line. +- An /*if-else-statement*/ tests a condition, executes one or more instructions if the condition + evaluates to true, and executes a different set of instructions in the condition evaluates to + false. + +**** The for-loop +- In a /*for-loop*/, a block of instructions is executed a fixed number of times as specified in + the first line of the for-loop, which defines an /*index*/, a starting value for the index, + and a final value for the index. +- Each repetition of the block of instructions inside the for-loop is called an + /*iteration*/. +- The index is initially assigned a value equal to the starting value, and is incremented just + before the next iteration begins. +- The final iteration of the for-loop happens when the index reaches the final value. + +**** The while-loop +- A /*while-loop*/ iterates an unknown number of times, ending when a certain condition becomes + false. +*** Asymptotic Growth of Functions + +- The /*asymptotic growth*/ of the function $f$ is a measure of how fast the output $f(n)$ grows + as the input $n$ grows. +- Classification of functions using Oh, $Ω$, and $Θ$ notation (called /*asymptotic notation*/) + provides a way to concisely characterize the asymptotic growth of a function. + +**** O-notation +- The notation $f = O(g)$ is read "$f$ is /*Oh of*/ $g$". $f = O(g)$ essentially means that the + function $f(n)$ is less than or equal to $g(n)$, if constant factors are omitted and small + values for $n$ are ignored. +- The $O$ notation serves as a rough upper bound for functions (disregarding constants and + small input values) +- In the expressions $7n^3$ and $5n^2$, the $7$ and the $5$ are called /*constant factors*/ + because the values of $7$ and $5$ do not depend on the variable $n$. +- If $f$ is $O(g)$, then there is a positive number $c$ such that when $f(n)$ and $c × g(n)$ are + graphed, the graph of $c × g(n)$ will eventually cross $f(n)$ and remain higher than $f(n)$ + as $n$ gets large. +- Definition: /Oh notation/ + #+begin_src typst + Let $f$ and $g$ be functions from $ℤ^+$ to $ℝ^>=$. Then $f = O(g)$ if there are positive real + numbers $c$ and $n_0$ such that for any $n ∈ ℤ^+$ such that $n >= n_0$: $f(n) <= c × g(n)$. + #+end_src +- The constants $c$ and $n_0$ in the definition of Oh-notation are said to be a /*witness*/ to + the fact that $f = O(g)$. + +**** Ω Notation +- The $Ω$ notation provides a lower bound on the growth of a function +- $Ω$ notation definition: + #+begin_src typst + Let $f$ and $g$ be functions from $ℤ^+$ to $ℝ^>=$. Then $f = Ω(g)$ if there are positive real + numbers $c$ and $n_0$ such that for any $n ∈ ℤ^+$ such that for $n >= n_0$, + + $f(n) >= c × g(n)$ + + The notation $f = Ω(g)$ is read "$f$ is _*Omega*_ of $g$". + #+end_src + +- Relationship between Oh-notation and $Ω$-notation: + #+begin_src typst + Let $f$ and $g$ be functions from $ℤ^+$ to $ℝ^>=$. Then $f = Ω(g)$ if and only if $g = O(f)$ + #+end_src + +**** 𝛩 notation and polynomials +- The $𝛩$ notation indicates that two functions have the same rate of growth +- $𝛩$-notation definition: + #+begin_src typst + Let $f$ and $g$ be functions from $ℤ^+$ to $ℝ^>=$. + + $f = 𝛩(g)$ if $f = O(g)$ and $f = Ω(g)$ + + The notation $f = 𝛩(g)$ is read "$f$ is *_Theta of_* $g(n)$" + #+end_src +- If $f = 𝛩(g)$, then $f$ is said to be /*order of*/ $g$. +- /*Lower order*/ terms are those that can be removed from $f$ that does not change the /order/ + of $f$. + +**** Asymptotic growth of polynomials +#+begin_src typst +Let $p(n)$ be a degree-$k$ polynomial of the form: + +$p(n) = a_kn^k + ... + a_1n + a_0$ + +in which $a_k > 0$. Then $p(n)$ is $𝛩(n^k)$ +#+end_src + +**** Asymptotic growth of logarithm functions with different bases + +Let $a$ and $b$ be two real numbers greater than $1$, then $log_a(n) = 𝛩(log_b(n))$ + +**** Growth rate of common functions in analysis of algorithms + +- A function that does not depend on $n$ at all is called a /*constant function*/. $f(n) = 17$ + is an example of a constant function. +- Any constant function is $𝛩(1)$. +- If a function $f(n)$ is $𝛩(n)$, we say that $f(n)$ is a =linear= function. +- A function $f(n)$ is said to be /*polynomial*/ if $f(n)$ is $𝛩(n^k)$ for some positive real + number $k$. + +**** Common functions in algorithmic complexity. + +The following table of functions are given in increasing order of complexity, with the $m$ +in the third from the bottom being any $m > 3$: +[[./assets/common-funcs-algo-complexity.png][Table here]] + +**** Rules about asymptotic growth + +[[./assets/rules-asymptotic-growth-of-functions.png][See here]] + +*** Analysis of algorithms + +- The amount of resources used by an algorithm is referred to as the algorithm's + /*computational complexity*/. +- The primary resources to optimize are the time the algorithm requires to run + (/*time complexity*/) and the amount of memory used (/*space complexity*/). +- The /*time complexity*/ of an algorithm is defined by a function $f: ℤ^+ → ℤ^+$ such that $f(n)$ + is the maximum number of atomic operations performed by the algorithm on any input of + size $n$. $ℤ^+$ is the set of positive integers. +- The /*asymptotic time complexity*/ of an algorithm is the rate of asymptotic growth of the + algorithm's time complexity function $f(n)$. + +**** Worst-case complexity +- The /*worst-case analysis*/ of an algorithm evaluates the time complexity of the algorithm on + the input of a particular size that takes the longest time. +- The /*worst-case*/ time complexity function $f(n)$ is defined to be the maximum number of + atomic operations the algorithm requires, where the maximum is taken over all inputs of size + $n$. +- When proving an /*upper bound*/ on the worst-case complexity of an algorithm (using + $O$-notation), the upper bound must apply for every input of size $n$. +- When proving a /*lower bound*/ for the worst-case complexity of an algorithm (using + $Ω$-notation), the lower bound need only apply for at least one possible input of size $n$. +- /*Average-case analysis*/ evaluates the time complexity of an algorithm by determining the + average running time of the algorithm on a random input. diff --git a/Spring-2023/CS-2233/assets/arrow-diagram.png b/Spring-2023/CS-2233/assets/arrow-diagram.png new file mode 100644 index 0000000000000000000000000000000000000000..1ff543d6fd2a698a26433206b2ae11d144bd3788 GIT binary patch literal 35678 zcmcG#g;$i_7dAY!G=fM9NK1!Eg9y^y4Kj3hmtfE#(k0#9-3@~m0ybiif4KS%?GXE@97fjEFRU6(on){Nt!TOFlx8X`H{;ER1N#7v3 zwcfG8)59h^VkSVM+Xx9w^BESsHL@HH1%2xHkJJ(S>${;;GRA}va~?U_50$4wu^AbH 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