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CS355 - Theory of Computation Lecture 2: Mathematical Preliminaries
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Set theory A set is a collection of objects. These objects are referred to as its elements. The order of these elements is not important. The size of a set is its cardinality - | | Natural number when the set is finite when the set is infinite Empty set has cardinality of zero - |ø| = zero.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Membership Set membership is denoted using and non membership by – a {a, b} and c {a, b} –apple {apple, pear, banana} –apple {apples, pears, bananas}
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Subsets A set A whose elements are also elements of a set B is called a subset of B A B A = {0,1,2} and B = {0,2,3,4,1} then A B If |B| > |A| then A is known as a proper subset of B, denoted by A B. Note, A A and ø A for all sets A. If A = B then A B and B A.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Some Elementary Logic and or implies/only if not universal qualifier (for all) existential qualifier (there exists)
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth More Set Theory union - all the elements of both sets but no duplicates intersection - all the elements that are in both sets - difference (A – B) - the set of elements that are in A but not in B symmetric difference - the set of elements belonging to one but not both of two given sets. It is therefore the union of the complement of A with respect to B and B with respect to A, and corresponds to the XOR operation in Boolean logic.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Power Set The power set 2 n is the set of all possible subsets of A including ø and A itself. If A is finite and consists of n elements, then the power set has 2 n elements. e.g. if A = {a,b} then 2 A = {ø, {a}, {b}, {a,b}} e.g. if A = {a,b,c} then 2 A = {ø, {a}, {b}, {c}, {a,b}, {a,c}, {b,c}, {a,b,c}}
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Relations an ordered pair of elements It differs from {a,b} in that: The order of the elements if important The same element may occur twice
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Cartesian Product The Cartesian product (A×B) is the set of all ordered pairs with x A and y B Therefore if A = {0,1,2} and B = {c,d} then A×B = {,,,,, } B×A = {,,,,, }
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Binary Relation Any subset (call it R) of A×B is called a binary relation between A and B –R = {, } is a binary relation between A and B (A = {0, 1, 2} and B = {c, d}) –Note that the singular ‘binary relation’ relates to a set of ordered pairs
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Predicate The predicate R(a,b) is true if R In future when we talk about a relation R we mean the combination of the set R and its implicit predicate R() a ^ b where the predicate R(a,b) = true The domain = {a:a} and The codomain (range) = {b:b} If we have more than one ordered pair we call it an ordered n-tuple.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Functions A function f: A → B is a binary relation between A and B where only one tuple exists for each a A f may be written f(a) = b
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Functions Given a function f(a) = b we can say: –The value of f is a in b –a is the argument and b is the value –f is injective if there is a unique b B for every a A –f is surjective if every b B has an a A –f is bijective if it is both injective and surjective
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Recap: Number Sequences Natural numbers (N): the whole positive numbers including zero: 0, 1, 2, 3,.... Integers numbers (Z): the natural numbers plus their negative counterparts: …,-2,-1,0,1,2,… Rational numbers (Q): the integers plus the rational fractions - those that can be expressed as the ratio of two integers: ⅓,⅜,… Real numbers (R): the rational numbers plus the irrational numbers: 0.000123, 1.24,…
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Cardinality and Infinite Sets The Cardinality is the number of elements of a finite set - |A| What about infinite sets? An infinite set contains infinitely many elements – can’t write a list of all the elements of such sets –Use “…” to mean “continue sequence forever” –Set of Natural Numbers: {1,2,3,…}
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Cardinality and Infinite Sets Two infinite sets, A and B are equinumerous/equivalent (A≡B) if a bijection exists between them. –Note, we don’t have to be able to compute it in every instance, just be certain one exists. Therefore |A| = |B| A≡B Putting two infinite sets into one-to-one correspondence is an infinite task, and we don't pretend that we can do it (that is, finish it) in finite time.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Cardinality and Infinite Sets To show that an infinite set, like the even numbers, can be put into one-to-one correspondence with another, like the odd numbers, we need only produce a rule-governed sequence for each set which runs through the members without omission or repetition: –for example, 2, 4, 6... and 1, 3, 5.... If we can do so, then we know that the nth term of one sequence will have a counterpart in the nth term of the other, and vice versa, guaranteeing one-to-one correspondence for each element.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Cardinality and Infinite Sets However there are some infinite sets which are not equinumerous. We use this to prove that uncomputable numbers exist. A set is countable iff (if and only if) its cardinality is either finite or equal to N (the Natural numbers) – i.e. if a bijection exists with a subset of the natural numbers - A≡N.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Cardinality and Infinite Sets Other ways to identify a countable set: –May one order the set such that between any two elements a, b there is a finite number of elements?, or –Could one write out the first two elements of the set? This is possible with N and Z, but not with R.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Cardinality and Infinite Sets Finite sets are countable: –Example: Real numbers with two decimal places of accuracy between 0 and 1 is a countable set. If a set is not countable it is uncountable.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Graphs A graph is a set of points with lines connecting some of the points. The points are known as nodes or vertices. The connecting lines are known as edges – the number of edges = degree (each node has degree 2 and degree 3, respectively below) 1 4 2 5 3
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Graphs A path in a graph is a sequence of nodes connected by edges. A graph is connected if, for every two distinct nodes a and b, there is a path from a to b. A cycle is a path within a graph that starts and ends at the same node. A graph is a tree if it is connected and has no simple cycles – may contain a specially designated node called the root. Nodes of degree 1 in a tree, apart from the root, are called the leaves of the tree.
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Graphs Leaves of tree pathcycle
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Directed Graph If a graph has arrows instead of lines it is a directed graph. The number of arrows leaving a node is the outdegree of that node and the number of arrows entering a node is its indegree. 12 54 6 3
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Directed Graph In a directed graph an edge from node i to node j is represented as a pair (i, j) The formal description of a directed graph G is (V, E) where V is the set of nodes and E the set of edges. ({1,2,3,4,5,6}, {(1,2), (1,5), (2,1), (2,4), (5,4), (5,6), (6,1), (6,3)}) 12 54 6 3
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Dr. A. Mooney, Dept. of Computer Science, NUI Maynooth Graphs In a binary tree each node which is not a leaf has at most two children. If we distinguish between left and right children then the tree is ordered. In a complete tree each node which is not a leaf has exactly two children. A complete tree is perfect if all leaves have the same height.
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