15 251 Some AWESOME Great Theoretical Ideas in Computer Science about Generating Functions Probability 15 251 Some AWESOME Great Theoretical Ideas in Computer Science about Generating Functions Probability Infinity 15 251 What Little Susie Should ve Said to Little Johnny Ideas from the course Induction Numbers Finite Counting and Probability A hint of the infinite Infinite row of dominoes Infinite sums Generating functions Infinite choice trees and infinite probability Infinite tapes The Ideal Computer no bound on amount of memory no bound on amount of time Ideal Computer is defined as a computer with infinite RAM You can run a Java program and never have any overflow or out of memory errors Infinite RAM Model Platonic Version One memory location for each natural number 0 1 2 Aristotelian Version Whenever you run out of memory the computer contacts the factory A maintenance person is flown by helicopter and attaches 1000 Gig of RAM and all programs resume their computations as if they had never been interrupted Here s a program System out print 0 for int i 0 true i System out print getDigit i Here s a program int getDigit int i return 3 Here s a program int getDigit int i return i 10 Here s a program Can we do Pi e Any real Chudnovsky brothers An Ideal Computer It can be programmed to print out 2 1 3 e 2 0000000000000000000000 0 3333333333333333333333 1 6180339887498948482045 2 7182818284590452353602 3 14159265358979323846264 Printing Out An Infinite Sequence A program P prints out the infinite sequence s0 s1 s2 sk if when P is executed on an ideal computer it outputs a sequence of symbols such that The kth symbol that it outputs is sk For every k P eventually outputs the kth symbol I e the delay between symbol k and symbol k 1 is not infinite Computable Real Numbers A real number R is computable if there is a program that prints out the decimal representation of R from left to right Thus each digit of R will eventually be output Are all real numbers computable Describable Numbers A real number R is describable if it can be denoted unambiguously by a finite piece of English text 2 Two The area of a circle of radius one Are all real numbers describable Is every computable real number also a describable real number And what about the other way Computable R some program outputs R Describable R some sentence denotes R Computable describable Theorem Every computable real is also describable Computable describable Theorem Every computable real is also describable Proof Let R be a computable real that is output by a program P The following is an unambiguous description of R The real number output by the following program P MORAL A computer program can be viewed as a description of its output Syntax The text of the program Semantics The real number output by P Are all reals describable Are all reals computable We saw that computable describable but do we also have describable computable Questions we will answer in this and next lecture Little Susie Little Johnny Little Susie and Little Johnny Little Susie I hate you Little Johnny I hate you more Little Susie I hate you times a zillion Little Johnny I hate you times infinity Little Susie I hate you times infinity Plus one Susie s mistake Infinity N Infinity plus one N U cupcake Can we establish a bijection between N and N U cupcake Susie s mistake Sure f N N U cupcake f x cupcake if x 0 f x x 1 if x 0 0 1 0 2 1 3 2 4 3 5 4 Correspondence Principle If two finite sets can be placed into 1 1 onto correspondence then they have the same size That is if there exists a bijection between them Correspondence Definition In fact we can use the correspondence as the definition Two finite sets are defined to have the same size if and only if they can be placed into 1 1 onto correspondence Georg Cantor 1845 1918 Cantor s Definition 1874 Two sets are defined to have the same size if and only if they can be placed into 1 1 onto correspondence Cantor s Definition 1874 Two sets are defined to have the same cardinality if and only if they can be placed into 1 1 onto correspondence Therefore N and N U cupcake have the same cardinality Do N and E have the same cardinality N 0 1 2 3 4 5 6 7 E 0 2 4 6 8 10 12 The even natural numbers E and N do not have the same cardinality E is a proper subset of N with not one element left over but an INFINITE amount E and N do have the same cardinality N 0 1 2 3 4 5 E 0 2 4 6 8 10 f x 2x is 1 1 onto Lesson Cantor s definition only requires that some 1 1 correspondence between the two sets is onto not that all 1 1 correspondences are onto This distinction never arises when the sets are finite Cantor s Definition 1874 Two sets are defined to have the same size if and only if they can be placed into 1 1 onto correspondence You just have to get used to this slight subtlety in order to argue about infinite sets Do N and Z have the same cardinality N 0 1 2 3 4 5 6 7 Z 2 1 0 1 2 3 No way Z is infinite in two ways from 0 to positive infinity and from 0 to negative infinity Therefore there are far more integers than naturals Actually no N and Z do have the same cardinality N 0 1 2 3 4 5 6 Z 0 1 1 2 2 3 3 f x x 2 if x is odd x 2 if x is even Transitivity Lemma Do E and Z have the same cardinality Transitivity Lemma Lemma If f A B is 1 1 onto and g B C is 1 1 onto Then h x g f x defines a function h A C that is 1 1 onto Hence N E and Z all have the same cardinality Do N and Q have the same cardinality N 0 1 2 3 4 5 6 7 Q The Rational Numbers No way The rationals are dense between any two there is a third You can t list them one by one without leaving out an infinite number of them Don t jump to conclusions There is a clever way to list the rationals one at a time without missing a single one First let s warm up with another interesting example N can be paired with NxN Theorem N and NxN have the same cardinality Theorem N and NxN have the same cardinality 4 3 The point x y represents the ordered pair x y 2 1 0 0 1 2 3 4 Theorem N and NxN have the same cardinality 4 6 3 2 3 1 1 0 0 0 The point x y represents …
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