Principle of inclusion exclusion - Lecture 4: Principle of inclusion and exclusion Instructor: Jacob Fox 1 Principle of inclusion and exclusion Very often, we need to calculate the number of elements in the union of certain sets. Assuming that we know the sizes of these sets, and their mutual intersections, the principle of inclusion and exclusion allows us to do exactly that.

 
Nov 21, 2018 · A thorough understanding of the inclusion-exclusion principle in Discrete Mathematics is vital for building a solid foundation in set theory. With the inclusion-exclusion principle, there are generally two types of questions that appear in introductory and lower level Discrete Mathematics syllabi. These question types are: . Web design guest post

Jul 29, 2021 · 5.4: The Principle of Inclusion and Exclusion (Exercises) 1. Each person attending a party has been asked to bring a prize. The person planning the party has arranged to give out exactly as many prizes as there are guests, but any person may win any number of prizes. If there are n n guests, in how many ways may the prizes be given out so that ... So, by applying the inclusion-exclusion principle, the union of the sets is calculable. My question is: How can I arrange these cardinalities and intersections on a matrix in a meaningful way so that the union is measurable by a matrix operation like finding its determinant or eigenvalue.Mar 28, 2022 · The principle of Inclusion-Exclusion is an effective way to calculate the size of the individual set related to its union or capturing the probability of complicated events. Takeaways Inclusion and exclusion criteria increases the likelihood of producing reliable and reproducible results. The Principle of Inclusion-Exclusion. Example 1: In a discrete mathematics class every student is a major in computer science or mathematics , or both. The number of students having computer science as a major (possibly along with mathematics) is 25;The inclusion-exclusion principle is a combinatorial method for determining the cardinality of a set where each element XU satisfies a list of properties . In this paper we will display the ...Number of solutions to an equation using the inclusion-exclusion principle 3 Given $3$ types of coins, how many ways can one select $20$ coins so that no coin is selected more than $8$ times.Due to the duality between union and intersection, the inclusion–exclusion principle can be stated alternatively in terms of unions or intersections. the static version of the distinction inclusion/exclusion for addressing the emergence of new inequalities (section IV). On this basis, section V proposes an original classification of different constellations of inclusion/exclusion and illustrates them with specific examples. Section VI offers a summary of the main findings together withApr 17, 2016 · You might take out those divisible by $2,3,5,7$ (all the primes up to $\sqrt{100}$). Doing this is a pretty straightforward includsion-exclusion counting, and this has the effect of counting the number of primes between $10$ and $100$. Apr 21, 2015 · The inclusion-exclusion principle states that the number of elements in the union of two given sets is the sum of the number of elements in each set, minus the number of elements that are in both sets. Notes on the Inclusion Exclusion Principle The Inclusion Exclusion Principle Suppose that we have a set S consisting of N distinct objects. Let A1; A2; :::; Am be a set of properties that the objects of the set S may possess, and let N(Ai) be the number of objects having property Ai: Note Jun 10, 2015 · I want to find the number of primes numbers between 1 and 30 using the exclusion and inclusion principle. This is what I got: The numbers in sky-blue are the ones I have to subtract. Number of solutions to an equation using the inclusion-exclusion principle 3 Given $3$ types of coins, how many ways can one select $20$ coins so that no coin is selected more than $8$ times.It is traditional to use the Greek letter γ (gamma) 2 to stand for the number of connected components of a graph; in particular, γ(V, E) stands for the number of connected components of the graph with vertex set V and edge set E. We are going to show how the principle of inclusion and exclusion may be used to compute the number of ways to ...The probabilistic principle of inclusion and exclusion (PPIE for short) is a method used to calculate the probability of unions of events. For two events, the PPIE is equivalent to the probability rule of sum: The PPIE is closely related to the principle of inclusion and exclusion in set theory.Jan 30, 2012 · Homework Statement Suppose that p and q are prime numbers and that n = pq. Use the principle of inclusion-exclusion to find the number of positive integers not exceeding n that are relatively prime to n. Homework Equations Inclusion-Exclusion The Attempt at a Solution The... Apr 17, 2016 · You might take out those divisible by $2,3,5,7$ (all the primes up to $\sqrt{100}$). Doing this is a pretty straightforward includsion-exclusion counting, and this has the effect of counting the number of primes between $10$ and $100$. 包除原理 (ほうじょげんり、 英: Inclusion-exclusion principle, principle of inclusion and exclusion, Principle of inclusion-exclusion, PIE )あるいは包含と排除の原理とは、 数え上げ組合せ論 における基本的な結果のひとつ。. 特別な場合には「 有限集合 A と B の 和集合 に属する ... Using inclusion-exclusion principle to count the integers in $\{1, 2, 3, \dots , 100\}$ that are not divisible by $2$, $3$ or $5$ Ask QuestionAnd let A A be a set of elements which has some of these properties. Then the Inclusion-Exclusion Principle states that the number of elements with no properties at all is. This is perfectly fine, but he finishes his two-page paper with a Generalized version of Inclusion-Exclusion Principle. Let t1, ⋯,tn t 1, ⋯, t n be commuting ...The lesson accompanying this quiz and worksheet called Inclusion-Exclusion Principle in Combinatorics can ensure you have a quality understanding of the following: Description of basic set theory ... Jun 10, 2020 · So, by applying the inclusion-exclusion principle, the union of the sets is calculable. My question is: How can I arrange these cardinalities and intersections on a matrix in a meaningful way so that the union is measurable by a matrix operation like finding its determinant or eigenvalue. Jun 7, 2023 · Induction Step. Consider f(⋃i= 1r Ai ∩Ar+1) f ( ⋃ i = 1 r A i ∩ A r + 1) . By the fact that Intersection Distributes over Union, this can be written: At the same time, we have the expansion of the term f(⋃i= 1r Ai) f ( ⋃ i = 1 r A i) to take into account. So we can consider the general term of s s intersections in the expansion of f ... The Principle of Inclusion-Exclusion (abbreviated PIE) provides an organized method/formula to find the number of elements in the union of a given group of sets, the size of each set, and the size of all possible intersections among the sets. Contents 1 Important Note (!) 2 Application 2.1 Two Set Example 2.2 Three Set Examples 2.3 Four Set ExampleMar 8, 2020 · The principle of inclusion-exclusion is an important result of combinatorial calculus which finds applications in various fields, from Number Theory to Probability, Measurement Theory and others. In this article we consider different formulations of the principle, followed by some applications and exercises. The Inclusion-Exclusion Principle. From the First Principle of Counting we have arrived at the commutativity of addition, which was expressed in convenient mathematical notations as a + b = b + a. The Principle itself can also be expressed in a concise form. It consists of two parts. The first just states that counting makes sense.Nov 21, 2018 · A thorough understanding of the inclusion-exclusion principle in Discrete Mathematics is vital for building a solid foundation in set theory. With the inclusion-exclusion principle, there are generally two types of questions that appear in introductory and lower level Discrete Mathematics syllabi. These question types are: 1 Answer. It might be useful to recall that the principle of inclusion-exclusion (PIE), at least in its finite version, is nothing but the integrated version of an algebraic identity involving indicator functions. 1 −1A =∏i=1n (1 −1Ai). 1 − 1 A = ∏ i = 1 n ( 1 − 1 A i). Integrating this pointwise identity between functions, using ...Inclusion-Exclusion Principle with introduction, sets theory, types of sets, set operations, algebra of sets, multisets, induction, relations, functions and algorithms etc.Inclusion-Exclusion principle problems Problem 1 There is a group of 48 students enrolled in Mathematics, French and Physics. Some students were more successful than others: 32 passed French, 27 passed Physics, 33 passed Mathematics;1 Answer. It might be useful to recall that the principle of inclusion-exclusion (PIE), at least in its finite version, is nothing but the integrated version of an algebraic identity involving indicator functions. 1 −1A =∏i=1n (1 −1Ai). 1 − 1 A = ∏ i = 1 n ( 1 − 1 A i). Integrating this pointwise identity between functions, using ... TheInclusion-Exclusion Principle Physics 116C Fall 2012 TheInclusion-Exclusion Principle 1. The probability that at least one oftwoevents happens Consider a discrete sample space Ω. We define an event A to be any subset of Ω, which in set notation is written as A⊂ Ω. Then, Boas asserts in eq. (3.6) on p. 732 that1The Inclusion-Exclusion Principle can be used on A n alone (we have already shown that the theorem holds for one set): X J fng J6=; ( 1)jJj 1 \ i2 A i = ( 1)jfngj 1 \ Inclusion-Exclusion Selected Exercises. ... Exercise 14 Exercise 14 Solution The Principle of Inclusion-Exclusion The Principle of Inclusion-Exclusion Proof Proof ... The question wants to count certain arrangements of the word "ARRANGEMENT": a) find exactly 2 pairs of consecutive letters? b) find at least 3 pairs of consecutive letters? I have the ans...Due to the duality between union and intersection, the inclusion–exclusion principle can be stated alternatively in terms of unions or intersections. 1 Answer. It might be useful to recall that the principle of inclusion-exclusion (PIE), at least in its finite version, is nothing but the integrated version of an algebraic identity involving indicator functions. 1 −1A =∏i=1n (1 −1Ai). 1 − 1 A = ∏ i = 1 n ( 1 − 1 A i). Integrating this pointwise identity between functions, using ...The Inclusion-Exclusion Principle can be used on A n alone (we have already shown that the theorem holds for one set): X J fng J6=; ( 1)jJj 1 \ i2 A i = ( 1)jfngj 1 \ This formula makes sense to me again, but can someone please explain it to me in simple terms how the binomial theorem is even related to inclusion/exclusion? I've also seen proofs where examples substitute the x = 1 and y = -1 and we end up getting the binomial expansion to equal 0. I just don't see how we can relate that to PIE. Please help ...How can this be done using the principle of inclusion/exclusion? combinatorics; inclusion-exclusion; Share. Cite. Follow edited Nov 12, 2014 at 5:56. asked ...Oct 12, 2015 · The way I usually think of the Inclusion-Exclusion Principle goes something like this: If something is in n of the S j, it will be counted ( n k) times in the sum of the sizes of intersections of k of the S j. Therefore, it will be counted. (1) ∑ k ≥ 1 ( − 1) k − 1 ( n k) = 1. time in the expression. The inclusion-exclusion principle states that the number of elements in the union of two given sets is the sum of the number of elements in each set, minus the number of elements that are in both sets.The question wants to count certain arrangements of the word "ARRANGEMENT": a) find exactly 2 pairs of consecutive letters?. b) find at least 3 pairs of consecutive letters?. I have the answer given from the tutor but it doesn't make sense to me. General Inclusion-Exclusion Principle Formula. The inclusion-exclusion principle can be extended to any number of sets n, where n is a positive integer. The general inclusion-exclusion principle ... Inclusion-Exclusion Selected Exercises. ... Exercise 14 Exercise 14 Solution The Principle of Inclusion-Exclusion The Principle of Inclusion-Exclusion Proof Proof ...In order to practice the Inclusion–exclusion principle and permutations / derangements, I tried to develop an exercise on my own. Assume there are $6$ players throwing a fair die with $6$ sides. In this game, player 1 is required to throw a 1, player 2 is required to throw a 2 and so on.The Inclusion-Exclusion Principle can be used on A n alone (we have already shown that the theorem holds for one set): X J fng J6=; ( 1)jJj 1 \ i2 A i = ( 1)jfngj 1 \1 Principle of inclusion and exclusion Very often, we need to calculate the number of elements in the union of certain sets. Assuming that we know the sizes of these sets, and their mutual intersections, the principle of inclusion and exclusion allows us to do exactly that. Suppose that you have two sets A; B.University of Pittsburgh 5.4: The Principle of Inclusion and Exclusion (Exercises) 1. Each person attending a party has been asked to bring a prize. The person planning the party has arranged to give out exactly as many prizes as there are guests, but any person may win any number of prizes. If there are n n guests, in how many ways may the prizes be given out so that ...By the principle of inclusion-exclusion, jA[B[Sj= 3 (219 1) 3 218 + 217. Now for the other solution. Instead of counting study groups that include at least one of Alicia, Bob, and Sue, we will count study groups that don’t include any of Alicia, Bob, or Sue. To form such a study group, we just need to choose at least 2 of the remaining 17 ...Jan 30, 2012 · Homework Statement Suppose that p and q are prime numbers and that n = pq. Use the principle of inclusion-exclusion to find the number of positive integers not exceeding n that are relatively prime to n. Homework Equations Inclusion-Exclusion The Attempt at a Solution The... A thorough understanding of the inclusion-exclusion principle in Discrete Mathematics is vital for building a solid foundation in set theory. With the inclusion-exclusion principle, there are generally two types of questions that appear in introductory and lower level Discrete Mathematics syllabi. These question types are:TheInclusion-Exclusion Principle Physics 116C Fall 2012 TheInclusion-Exclusion Principle 1. The probability that at least one oftwoevents happens Consider a discrete sample space Ω. We define an event A to be any subset of Ω, which in set notation is written as A⊂ Ω. Then, Boas asserts in eq. (3.6) on p. 732 that1A general "inclusion-exclusion principle" / Formulas like $\inf(a,b)\sup(a,b)=ab$ 3 Coupon collector's problem: mean and variance in number of coupons to be collected to complete a set (unequal probabilities)Jun 15, 2015 · And let A A be a set of elements which has some of these properties. Then the Inclusion-Exclusion Principle states that the number of elements with no properties at all is. This is perfectly fine, but he finishes his two-page paper with a Generalized version of Inclusion-Exclusion Principle. Let t1, ⋯,tn t 1, ⋯, t n be commuting ... Oct 12, 2015 · The way I usually think of the Inclusion-Exclusion Principle goes something like this: If something is in n of the S j, it will be counted ( n k) times in the sum of the sizes of intersections of k of the S j. Therefore, it will be counted. (1) ∑ k ≥ 1 ( − 1) k − 1 ( n k) = 1. time in the expression. You should not have changed the symbols on the left side of the equation! On the left you should have $\cup$, on the right you should have $\cap$. Look at your book again. You will not be able to complete the exercise until you, very slowly and carefully, understand the statement of the inclusion-exclusion principle. $\endgroup$ –Inclusion-Exclusion Selected Exercises. ... Exercise 14 Exercise 14 Solution The Principle of Inclusion-Exclusion The Principle of Inclusion-Exclusion Proof Proof ... Jul 29, 2021 · 5.4: The Principle of Inclusion and Exclusion (Exercises) 1. Each person attending a party has been asked to bring a prize. The person planning the party has arranged to give out exactly as many prizes as there are guests, but any person may win any number of prizes. If there are n n guests, in how many ways may the prizes be given out so that ... Oct 10, 2014 · The Principle of Inclusion-Exclusion. Example 1: In a discrete mathematics class every student is a major in computer science or mathematics , or both. The number of students having computer science as a major (possibly along with mathematics) is 25; The principle of inclusion and exclusion is intimately related to Möbius inversion, which can be generalized to posets. I'd start digging in this general area. I'd start digging in this general area. Inclusion-Exclusion and its various Applications. In the field of Combinatorics, it is a counting method used to compute the cardinality of the union set. According to basic Inclusion-Exclusion principle : For 2 finite sets and , which are subsets of Universal set, then and are disjoint sets. .A well-known application of the inclusion–exclusion principle is to the combinatorial problem of counting all derangements of a finite set. A derangement of a set A is a bijection from A into itself that has no fixed points. Via the inclusion–exclusion principle one can show that if the cardinality of A is n, then the number of derangements isInclusion-Exclusion Selected Exercises Powerpoint Presentation taken from Peter Cappello’s webpage www.cs.ucsb.edu/~capello In combinatorics, a branch of mathematics, the inclusion–exclusion principle is a counting technique which generalizes the familiar method of obtaining the number of elements in the union of two finite sets; symbolically expressed as where A and B are two finite sets and |S | indicates the cardinality of a set S . The formula expresses the fact that the sum of the sizes of the two sets may ... TheInclusion-Exclusion Principle Physics 116C Fall 2012 TheInclusion-Exclusion Principle 1. The probability that at least one oftwoevents happens Consider a discrete sample space Ω. We define an event A to be any subset of Ω, which in set notation is written as A⊂ Ω. Then, Boas asserts in eq. (3.6) on p. 732 that1Inclusion-exclusion principle question - 3 variables. There are 3 types of pants on sale in a store, A, B and C respectively. 45% of the customers bought pants A, 35% percent bought pants B, 30% bought pants C. 10% bought both pants A & B, 8% bought both pants A & C, 5% bought both pants B & C and 3% of the customers bought all three pairs.How can this be done using the principle of inclusion/exclusion? combinatorics; inclusion-exclusion; Share. Cite. Follow edited Nov 12, 2014 at 5:56. asked ...The principle of inclusion and exclusion is intimately related to Möbius inversion, which can be generalized to posets. I'd start digging in this general area. I'd start digging in this general area. Feb 1, 2017 · PDF | Several proofs of the Inclusion-Exclusion formula and ancillary identities, plus a few applications. See the later version (Aug 11, 2017 -- I... | Find, read and cite all the research you ... Jan 1, 1980 · The principle of inclusion and exclusion is very important and useful for enumeration problems in combinatorial theory. By using this principle, in the chapter, the number of elements of A that satisfy exactly r properties of P are deduced, given the numbers of elements of A that satisfy at least k ( k ≥ r) properties of P. The inclusion-exclusion principle is closely related to an historic method for computing any initial sequence of prime numbers. Let p1 , p2 , . . ., pm be the sequence consisting of the first m primes and take S = {2, 3, . . . , n}.Oct 10, 2014 · The Principle of Inclusion-Exclusion. Example 1: In a discrete mathematics class every student is a major in computer science or mathematics , or both. The number of students having computer science as a major (possibly along with mathematics) is 25; It is traditional to use the Greek letter γ (gamma) 2 to stand for the number of connected components of a graph; in particular, γ(V, E) stands for the number of connected components of the graph with vertex set V and edge set E. We are going to show how the principle of inclusion and exclusion may be used to compute the number of ways to ...The principle of inclusion and exclusion is very important and useful for enumeration problems in combinatorial theory. By using this principle, in the chapter, the number of elements of A that satisfy exactly r properties of P are deduced, given the numbers of elements of A that satisfy at least k ( k ≥ r) properties of P.The Principle of Inclusion-Exclusion (abbreviated PIE) provides an organized method/formula to find the number of elements in the union of a given group of sets, the size of each set, and the size of all possible intersections among the sets. Contents 1 Important Note (!) 2 Application 2.1 Two Set Example 2.2 Three Set Examples 2.3 Four Set ExampleYou should not have changed the symbols on the left side of the equation! On the left you should have $\cup$, on the right you should have $\cap$. Look at your book again. You will not be able to complete the exercise until you, very slowly and carefully, understand the statement of the inclusion-exclusion principle. $\endgroup$ –The way I usually think of the Inclusion-Exclusion Principle goes something like this: If something is in n of the S j, it will be counted ( n k) times in the sum of the sizes of intersections of k of the S j. Therefore, it will be counted. (1) ∑ k ≥ 1 ( − 1) k − 1 ( n k) = 1. time in the expression.The question wants to count certain arrangements of the word "ARRANGEMENT": a) find exactly 2 pairs of consecutive letters?. b) find at least 3 pairs of consecutive letters?. I have the answer given from the tutor but it doesn't make sense to me. Week 6-8: The Inclusion-Exclusion Principle March 13, 2018 1 The Inclusion-Exclusion Principle Let S be a finite set. Given subsets A,B,C of S, we haveIt is traditional to use the Greek letter γ (gamma) 2 to stand for the number of connected components of a graph; in particular, γ(V, E) stands for the number of connected components of the graph with vertex set V and edge set E. We are going to show how the principle of inclusion and exclusion may be used to compute the number of ways to ...This video contains the description about principle of Inclusion and ExclusionFeb 27, 2016 · You should not have changed the symbols on the left side of the equation! On the left you should have $\cup$, on the right you should have $\cap$. Look at your book again. You will not be able to complete the exercise until you, very slowly and carefully, understand the statement of the inclusion-exclusion principle. $\endgroup$ – Mar 26, 2020 · Inclusion-exclusion principle question - 3 variables. There are 3 types of pants on sale in a store, A, B and C respectively. 45% of the customers bought pants A, 35% percent bought pants B, 30% bought pants C. 10% bought both pants A & B, 8% bought both pants A & C, 5% bought both pants B & C and 3% of the customers bought all three pairs. Inclusion-Exclusion Principle with introduction, sets theory, types of sets, set operations, algebra of sets, multisets, induction, relations, functions and algorithms etc.

General Inclusion-Exclusion Principle Formula. The inclusion-exclusion principle can be extended to any number of sets n, where n is a positive integer. The general inclusion-exclusion principle .... Mandt bank management development program salary

principle of inclusion exclusion

The inclusion-exclusion principle (like the pigeon-hole principle we studied last week) is simple to state and relatively easy to prove, and yet has rather spectacular applications. In class, for instance, we began with some examples that seemed hopelessly complicated.\end{align*}\] Thus, the inclusion-exclusion formula counts each element of the union exactly once. ∎. Positive Integer Equations. As an example, the principle of inclusion-exclusion can be used to answer some questions about solutions in the integers. How many solutions are there to \(x+y+z=15\) where each variable is a non-negative integer? Jun 10, 2020 · So, by applying the inclusion-exclusion principle, the union of the sets is calculable. My question is: How can I arrange these cardinalities and intersections on a matrix in a meaningful way so that the union is measurable by a matrix operation like finding its determinant or eigenvalue. The Inclusion-Exclusion Principle. From the First Principle of Counting we have arrived at the commutativity of addition, which was expressed in convenient mathematical notations as a + b = b + a. The Principle itself can also be expressed in a concise form. It consists of two parts. The first just states that counting makes sense.包除原理 (ほうじょげんり、 英: Inclusion-exclusion principle, principle of inclusion and exclusion, Principle of inclusion-exclusion, PIE )あるいは包含と排除の原理とは、 数え上げ組合せ論 における基本的な結果のひとつ。. 特別な場合には「 有限集合 A と B の 和集合 に属する ... Inclusion/Exclusion with 4 Sets • Suppose you are using the inclusion-exclusion principle to compute the number of elements in the union of four sets. –Each set has 15 elements. –The pair-wise intersections have 5 elements each. –The three-way intersections have 2 elements each. –There is only one element in the intersection of all ... Inclusion-Exclusion principle problems Problem 1 There is a group of 48 students enrolled in Mathematics, French and Physics. Some students were more successful than others: 32 passed French, 27 passed Physics, 33 passed Mathematics;Jul 29, 2021 · It is traditional to use the Greek letter γ (gamma) 2 to stand for the number of connected components of a graph; in particular, γ(V, E) stands for the number of connected components of the graph with vertex set V and edge set E. We are going to show how the principle of inclusion and exclusion may be used to compute the number of ways to ... 5: The Principle of Inclusion and Exclusion 4.4: Generating Functions (Exercises) 5.1: The Size of a Union of Sets Kenneth P. Bogart Dartmouth University One of our very first counting principles was the sum principle which says that the size of a union of disjoint sets is the sum of their sizes.The Principle of Inclusion-Exclusion (abbreviated PIE) provides an organized method/formula to find the number of elements in the union of a given group of sets, the size of each set, and the size of all possible intersections among the sets. Contents 1 Important Note (!) 2 Application 2.1 Two Set Example 2.2 Three Set Examples 2.3 Four Set Example Inclusion/Exclusion with 4 Sets • Suppose you are using the inclusion-exclusion principle to compute the number of elements in the union of four sets. –Each set has 15 elements. –The pair-wise intersections have 5 elements each. –The three-way intersections have 2 elements each. –There is only one element in the intersection of all ... The inclusion exclusion principle forms the basis of algorithms for a number of NP-hard graph partitioning problems, such as graph coloring. A well known application of the principle is the construction of the chromatic polynomial of a graph. Bipartite graph perfect matchingsYou can set up an equivalent question. Subtract out 4 4 from both sides so that 0 ≤x2 ≤ 5 0 ≤ x 2 ≤ 5. Similarly, subtract out 7 7 so 0 ≤ x3 ≤ 7 0 ≤ x 3 ≤ 7. This leaves us with x1 +x2 +x3 = 7 x 1 + x 2 + x 3 = 7. We can use a generating function to give us our inclusion-exclusion formula.Oct 10, 2014 · The Principle of Inclusion-Exclusion. Example 1: In a discrete mathematics class every student is a major in computer science or mathematics , or both. The number of students having computer science as a major (possibly along with mathematics) is 25; Lecture 4: Principle of inclusion and exclusion Instructor: Jacob Fox 1 Principle of inclusion and exclusion Very often, we need to calculate the number of elements in the union of certain sets. Assuming that we know the sizes of these sets, and their mutual intersections, the principle of inclusion and exclusion allows us to do exactly that. The inclusion-exclusion principle (like the pigeon-hole principle we studied last week) is simple to state and relatively easy to prove, and yet has rather spectacular applications. In class, for instance, we began with some examples that seemed hopelessly complicated..

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