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Discrete Mathematics

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  • Brilliant Mathematics
  • Alek Nelson

Discrete mathematics is the study of mathematical structures that are countable or otherwise distinct and separable. Examples of structures that are discrete are combinations , graphs , and logical statements . Discrete structures can be finite or infinite . Discrete mathematics is in contrast to continuous mathematics , which deals with structures which can range in value over the real numbers , or have some non-separable quality.

Since the time of Isaac Newton and until quite recently, almost the entire emphasis of applied mathematics has been on continuously varying processes, modeled by the mathematical continuum and using methods derived from the differential and integral calculus. In contrast, discrete mathematics concerns itself mainly with finite collections of discrete objects. With the growth of digital devices, especially computers, discrete mathematics has become more and more important.

Discrete structures can be counted, arranged, placed into sets , and put into ratios with one another. Although discrete mathematics is a wide and varied field, there are certain rules that carry over into many topics. The concept of independent events and the rules of product , sum , and PIE are shared among combinatorics , set theory , and probability . In addition, De Morgan's laws are applicable in many fields of discrete mathematics.

Often, what makes discrete mathematics problems interesting and challenging are the restrictions that are placed on them. Although the field of discrete mathematics has many elegant formulas to apply, it is rare that a practical problem will fit perfectly to a specific formula. Part of the joy of discovering discrete mathematics is to learn many different approaches to problem-solving, and then be able to creatively apply disparate strategies towards a solution.

Combinatorics

Graph theory, probability.

Main Article: Combinatorics

Combinatorics is the mathematics of counting and arranging. Of course, most people know how to count, but combinatorics applies mathematical operations to count things that are much too large to be counted the conventional way.

Combinatorics is especially useful in computer science . Combinatorics methods can be used to develop estimates about how many operations a computer algorithm will require. Combinatorics is also important for the study of discrete probability . Combinatorics methods can be used to count possible outcomes in a uniform probability experiment.

Combinatorics is often concerned with how things are arranged. In this context, an arrangement is a way objects could be grouped. The most basic rules regarding arrangements are the rule of product and the rule of sum . These rules govern how to count arrangements using the operations of multiplication and addition, respectively.

At a local deli, the following options are given for a sandwich:

  • Bread types: White, Rye, Wheat
  • Cheese Types: Swiss, Cheddar, Havarti, Provolone
  • Meat Types: Roast Beef, Turkey, Ham, Corned Beef, Pulled Pork

If a customer chooses exactly one of each type of item, then how many possible sandwiches can be made?

A more specific type of arrangement is a permutation . A permutation is an arrangement of objects with regard to order.

At the start of a horse race, there are 12 distinct horses in the field. 3 horses can place at the end of the race, and it matters what order the horses placed in. For example, if horses \(\text{A},\) \(\text{B},\) and \(\text{C}\) placed, then it would matter which horse came in \(1^\text{st}, 2^\text{nd},\) and \(3^\text{rd}.\) The order \(\text{ABC}\) would be different than \(\text{ACB}.\)

How many possible fields of placed horses are there?

A combination (not to be confused with combinat orics ) is another type of arrangement that is related to permutations. A combination is an arrangement of objects without regard to order.

There are 12 distinct players about to play a pick-up game of football. The two team captains are Brandon and Meredith (included in the 12). They will each take turns selecting a player to be on their team until all players are selected.

How many ways can the players be divided into teams?

As a field of mathematics, combinatorics is nearly as broad as discrete mathematics. Other topics within combinatorics include

derangements : a permutation such that no object is in its original spot in the order;

rectangular grid walks : determining the number of ways a rectangular lattice can be traversed;

distribution of objects into bins : determining how objects can be grouped into bins.

Main Article: Set Theory See Also: Cardinality Union and Intersection Set Complement Principle of Inclusion and Exclusion De Morgan's Laws

Set theory is the branch of mathematics that is concerned about collections of objects. Sets can be discrete or continuous; discrete mathematics is primarily concerned with the former. At a basic level, set theory is concerned with how sets can be arranged, combined, and counted.

The cardinality of a finite set is the number of elements in that set. For a given set \(A,\) its cardinality is denoted by \(|A|.\)

What is the cardinality of the set of prime numbers less than 25? The set of prime numbers less than 25 is \[\{2,3,5,7,11,13,17,19,23\}.\] There are 9 elements in this set, so the cardinality is 9. \(_\square\)

Cardinality can also be extended to infinite sets. Although this kind of cardinality cannot be counted, each cardinality can be compared with another cardinality.

Let \(A\) and \(B\) be sets. Their cardinalities are compared as follows: If there exists a bijection between \(A\) and \(B,\) then \(|A|=|B|.\) If there exists an injective function from \(A\) to \(B,\) but no bijective function, then \(|A|<|B|.\)
Show that the set of integers and the set of even integers have the same cardinality. It might seem strange that these sets have the same cardinality. After all, the even integers are more "rare." However, these sets are both infinite . Therefore, the "common sense" thinking about finite sets must be discarded. Instead, the goal is to obtain a bijective function from the set of integers to the set of even integers: \[f(n)=2n, \ n \in \mathbb{Z}.\] The function above gives a one-to-one correspondence between each integer \(n\) and each even integer \(2n.\) Since the bijection is established, the set of integers and the set of even integers have the same cardinality. \(_\square\)

A complement of a set \(A\) is the set of elements that are not in \(A.\) The study of set complements gives a number of efficient methods to calculate cardinalities of finite sets. For example, one can efficiently obtain the cardinality of a set that contains "at least one" element of another set.

David is the leader of the David Committee. He wants to appoint 3 people to be on the Head Council. He has to choose from 9 applicants, three of whom are Tommy, Jack, and Michael. In how many ways can he choose the people to be on the Council, so that at least one of Tommy, Jack, and Michael is chosen?

The union and intersection give ways to describe how sets can be combined.

A positive integer less than 1000 is not only a perfect square but also a perfect cube.

How many such numbers are there?

Person "A" says the truth 60% of the time, and person "B" does so 90% of the time.

In what percentage of cases are they likely to contradict each other in stating the same fact?

De Morgan's laws give identities for the complements of unions and intersections.

How many integers between 1 and 1000 (inclusive) are neither multiples of 2 nor multiples of 5?

The principle of inclusion and exclusion , or PIE, gives a method to find the union or intersection of more than two sets.

How many integers from \(1\) to \(10^6\) (inclusive) are neither perfect squares nor perfect cubes nor perfect fourth powers?

Main Article: Graph Theory

Graph theory is the study of graphs , which are a collection of connected nodes.

3-Cycle " /> A basic graph of 3-Cycle

Graphs are useful for representing all kinds of real-world problems.

If there is a greedy algorithm that will traverse a graph, selecting the largest node value at each point until it reaches a leaf of the graph, what path will the greedy algorithm follow in the graph below?

John lives in the Trees of Ten Houses, and it is a most ideal and idyllic place for him and the other dwellers up in the canopy. They have invested a tremendous amount of time in engineering these houses, and to ensure no house felt isolated from the others, they built a fresh, finely crafted bridge between each and every house!

Unfortunately, the Trees of Ten Houses were not immune to thunderstorms, nor were the bridges well engineered. The night was treacherous, howling with wind and freezing with rain, so the odds for the bridges were not good--each bridge seemed just as likely to survive as to be shattered!

Fortunately, as there were so very many bridges in the Trees of Ten Houses, when John did wake the following morning, he found he was able to make his way to each and every house using only the existing bridges, though round-about routes may have been necessary. As they began rebuilding, John became curious... what were the chances that they'd all be so lucky?

More formally, if \(P\) is the probability that, after the storm, John is able to traverse to each and every house, what is \(\big\lfloor 10^{10} P \big\rfloor?\)

Details and Assumptions:

  • The Trees of Ten Houses do, in fact, contain precisely 10 houses.
  • Before the storm, there exists a single bridge between each and every unique pair of houses.
  • The storm destroys each bridge with independent probability \(\frac{1}{2}\).
  • John is allowed to traverse through others' houses to try to reach all of them, but he must only use the surviving bridges to get there. No vine swinging allowed.

Tagged under #ComputerScience as this problem is quite tedious to do without it, though not impossible.

Image credit: http://hdscreen.me/wallpaper/2645876-bridges-fantasy-art-landscapes-mountains.

Main Article: Probability

A probability is a number, between 0 and 1 inclusive, that represents the likelihood of an event. Discrete probability is a probability based on discrete sets of outcomes. The most basic type of probability is a uniform probability . If each outcome in a set is equally likely, then the probability of an event is equal to a ratio of cardinalities.

Let \(S\) be a sample space of outcomes. If each outcome in this set is equally likely, then the probability of an event \(A\) in \(S\) is \[P(A)=\frac{|A|}{|S|}.\]

What is the probability of getting 53 Sundays in a leap year?

Many of the rules of probability are analogous to the rules of combinatorics. The probabilistic rules of product , sum , and complement work similarly to those same rules from combinatorics. In addition, the structure of the probabilistic principle of inclusion and exclusion is the same as PIE for sets.

A biased coin is tossed repeatedly. Assume that the outcomes of different tosses are independent and the probability of heads is \(\frac{2}{3}\) for each toss. What is the probability of obtaining an even number of heads in 5 tosses?

A discrete probability distribution is a function that takes a numerical outcome as an argument and gives a probability as a result. Discrete probability distributions can be created using the rules and guidelines described above. There are also some discrete probability distributions that show up in many problems:

  • Geometric Distribution : Given repeated trials in which the probability of success is the same each time, this gives the probability that the first success will occur on a certain trial. Example : You roll a dice until you roll a 6. What is the probability that the first 6 will occur on the third roll?
  • Binomial Distribution : Given a certain number of trials in which the probability of success is the same each time, this gives the probability of a certain number of successes. Example : You flip a coin 10 times. What is the probability that there will be exactly 5 heads?
  • Poisson Distribution : Given a time period in which an event occurs a certain average number of times, this gives the probability that the event will occur a specific number of times. Example : A fast food drive-through gets 3 customers per minute. What's the probability they will get 4 customers in the next minute?

Although basic probabilities are based on discrete sets, the concept of probability can be extended to continuous sets by using concepts from calculus .

A point is marked at random on a unit line segment.

Find the expected value of the sum of the squares of the lengths of the two parts.

Main Article: Statistics

A statistic is a number used to describe a set of data or a probability distribution. Statistics is widely used in many fields outside of mathematics, from biology to politics to sports. The power of statistics lies in taking a massive, varied set of data and making sense out of it. Furthermore, statistics has the power to quantify confidence in those findings. Of course, the usefulness of statistics is not without controversy, but an understanding of its theoretical underpinnings can help one avoid its misuse.

One major kind of statistic is a measure of central tendency. A measure of central tendency is a number which describes what a value of a probability distribution or data set will tend to. An expected value is the theoretical long-run average outcome of a probability experiment when it is performed many times.

A game costs $150 to play. In this game, you roll a fair six-sided die repeatedly until each of all the six numbers has been rolled at least once. You are then paid 10 times the number of rolls you made.

For example, if the rolls were 3, 5, 4, 3, 2, 5, 1, 4, 1, 3, 6, then you would get \((10)(11) = 110\) dollars.

Including the price to play, what is your expected value in this game?

Somewhat related to the expected value is the mean. The mean is the average value of a set of numerical data.

What is the mean of the first 100 positive integers?

Another major kind of statistic is a measure of variation. A measure of variation is a number which describes the distribution of a probability distribution or data set. The standard deviation of a probability distribution is a number that represents how much the outcomes differ from the expected value. Likewise, the standard deviation of a data set is a number that represents how much the elements of the set differ from the mean.

The elements of set \(S\) of real numbers with cardinality \(n\) form an arithmetic progression with common difference \(d\). Express the population standard deviation of set \(S\) in terms of \(n\) and \(d\).

An example of set \(S\) is \(\text{{2, 5, 8, 11, 14, 17}}\). It has cardinality 6, and its elements form an AP with common difference 3.

Although discrete statistics are based off of discrete events and probability distributions, these same concepts can be extended to continuous events and probability distributions using concepts from calculus .

Main Article: Bijection, Injection, and Surjection

A bijection is a relationship between two sets such that each element in a set is paired with exactly one element in the other set, and vice versa. Bijections can be applied to problem solving by establishing a bijection between a set that is difficult to enumerate and a discrete stucture that is well understood. By establishing a bijection, one can take advantage of the known formulas and theorems that the discrete structure affords.

The three Molloy siblings, April, Bradley, and Clark, have integer ages that sum to 15. How many possible distribution of ages are there? Note : It is possible that an age can be 0, which means that the child was just born. One can establish a bijection between the set of distributions of ages and a set of combinations. Consider the arrangement of stars and bars below: \[\star \star \mid \star \star \star \star \mid \star \star \star \star \star \star \star \star \star\] This arrangement corresponds to the following distribution of ages: April - 2, Bradley - 4, Clark - 9. Note that there are 15 stars and 2 bars in the arrangement above. This gives a total of 17 objects, 2 of which are bars. Placing the bars in different spots among the 17 placements will give a new distribution of ages. Thus, a bijection can be established between the set of distributions of ages and the set of combinations of 2 objects out of 17. The number of distributions of ages is \[\binom{17}{2}=136.\ _\square\]

A parking lot has 10 empty spaces in a row.

6 cars arrive, each of which fills exactly 1 parking spot, chosen at random from among the available spaces. Robbie then arrives in his pick-up truck, which requires 2 empty adjacent spaces to park.

If the probability that Robbie will be able to park is \(\frac{a}{b},\) where \(a\) and \(b\) are coprime positive integers, then what is \(a+b?\)

Main Articles: Logical Puzzles Propositional Logic Boolean Algebra

A proposition is a statement that can either be true or false. Propositional logic aims to outline the rules of how these statements can be altered and combined.

Which of the following statements are true and which are false, knowing that the entire set is uncontradictory?

S1. Statements 2 and 3 are either both true either both false. S2. Exactly one of the statements 4 and 5 is true. S3. Exactly one of the statements 4 and 6 is true. S4. Exactly one of the statements 1 and 6 is true. S5. Statements 1 and 3 are of the same type (both true or both false). S6. Exactly one statement from statements 2 and 5 is true.

Write the answer as the concatenation of the digits 1 and 0 for the truth values of the statements (true and false) starting from S1 to S6, where for the value true corresponds 1 and for the value false corresponds 0. For example, if the first 2 statements would be true and the rest false, the answer would be 110000.

If the correct answer begins with some number of leading 0s, remove it from writing the answer. For example, if the answer is 001100, write 1100 anyway.

Similarly, Boolean algebra outlines the operations defined on variables that can take the values of true (1) or false (0). Boolean algebra is used to design computer circuits through logic gates , which take signal(s) as inputs and return a signal as an output.

The AND gates in the diagram will output a 1 if both inputs are also 1.

If A = 1, B = 1, and C = 0, what will the final output be?

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Discrete Mathematics: An Open Introduction, 3rd edition

Oscar Levin

Search Results:

EXAMPLE: Which pizza place is closest?

Voronoi diagrams allow students and teachers to explore a technique that is used in a variety of applications, while at the same time employing critical thinking skills and geometric concepts.

These types of diagrams allow you to map out the areas in a given space that are closest to one specified point or another. For example, if there are 17 ice cream shops of equal quality in your town, a Voronoi diagram can show you which one is the closest for each region of town. This example is shown in the picture below.

This technique is used in biology, chemistry, geology, forestry, and more, as well as in resource planning and placement. This last topic is easily familiar to students as it can include determining placement for a new cell phone tower. or a new pizza place!

These diagrams are constructed using perpendicular bisectors, but students can approach these either strictly through geometric constructions, or through a more algebraic approach for more advanced students.

art of problem solving discrete math

art of problem solving discrete math

Discrete quantity

A discrete quantity can only take on certain values. For example, the number of students in a classroom can only be a positive integer and is thus a discrete quantity since the range of possible values is not continuous . On the other hand, the average height of the students in a classroom can take on any real value and is thus a continuous variable since its possible range of values is continuous.

  • Combinatorics

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art of problem solving discrete math

art of problem solving discrete math

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Art of Problem Solving (AoPS) Prealgebra

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Art of Problem Solving (AoPS) Prealgebra F Fourth Printing Used Edition

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  • Publisher AoPS Incorporated
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  • Publisher ‏ : ‎ AoPS Incorporated; F Fourth Printing Used edition (August 9, 2011)
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About the authors

Richard rusczyk.

Richard Rusczyk founded Art of Problem Solving (AoPS) in 2003 to create interactive educational opportunities for avid math students. Richard is one of the co-authors of the Art of Problem Solving classic textbooks, author of Art of Problem Solving's Introduction to Algebra, Introduction to Geometry, and Precalculus textbooks, co-author of Art of Problem Solving's Intermediate Algebra and Prealgebra, one of the co-creators of the Mandelbrot Competition, and a past Director of the USA Mathematical Talent Search. He was a participant in National MATHCOUNTS, a three-time participant in the Math Olympiad Summer Program, and a USA Mathematical Olympiad winner (1989). He graduated from Princeton University in 1993, and worked as a bond trader for D.E. Shaw & Company for four years. AoPS marks Richard's return to his vocation: educating motivated students.

David Patrick

David Patrick has been an author and curriculum developer at Art of Problem Solving since 2004. He is the author of Art of Problem Solving's Introduction to Counting & Probability, Intermediate Counting & Probability, and Calculus textbooks, and co-author of AoPS's new Prealgebra textbook. He is also an instructor in AoPS's widely-acclaimed online school for high performing middle and high school students.

Dave earned the sole perfect score on the American High School Mathematics Examination (AHSME) in 1988 and was a USA Mathematical Olympiad winner that year. He attended the Research Science Institute (RSI) in 1987, and the Math Olympiad Summer Program in 1988, where he first met fellow student Richard Rusczyk. He also finished in the top 10 on the Putnam exam in 1991. Dave graduated from Carnegie Mellon in 1992 with a BS in Mathematics/Computer Science and an MS in Mathematics. He went on to earn his Ph.D. in mathematics from MIT in 1997. He was an acting Assistant Professor at the University of Washington from 1997 to 2001. Dave is originally from Western New York and is an alumnus of the SUNY Buffalo Gifted Math Program.

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COMMENTS

  1. Discrete mathematics

    Discrete mathematics. Discrete math is very broadly the area of mathematics that deals with discrete objects; that is, objects that be enumerated. Another very broad description is that branches of mathematics considered discrete math are primarily concerned with sets, whereas branches of math known as analysis (such as calculus) are primarily ...

  2. Why Discrete Math is Important

    Discrete math is the mathematics of computing. The mathematics of modern computer science is built almost entirely on discrete math, in particular combinatorics and graph theory. This means that in order to learn the fundamental algorithms used by computer programmers, students will need a solid background in these subjects.

  3. Art of Problem Solving

    Art of Problem Solving offers two other multifaceted programs. Beast Academy is our comic-based online math curriculum for students ages 6-13. And AoPS Academy brings our methodology to students grades 2-12 through small, in-person classes at local campuses. Through our three programs, AoPS offers the most comprehensive honors math pathway ...

  4. AoPS Academy Virtual Campus

    Since 1993, Art of Problem Solving has helped train the next generation of intellectual leaders. Hundreds of thousands of our students have gone on to attend prestigious universities, win global math competitions, and achieve success in highly competitive careers. ... Explore number theory and discrete mathematics, manipulate dot diagrams, and ...

  5. Discrete

    Small live classes for advanced math and language arts learners in grades 2-12. Visit AoPS Academy ‚ ... Discrete is an adjective meaning, "not continuous, not the same, dissimilar, ... Art of Problem Solving is an ACS WASC Accredited School. aops programs. AoPS Online. Beast Academy. AoPS Academy. About.

  6. Intermediate Counting & Probability Online Math Course

    By David Patrick. An intermediate textbook in counting and probability for students in grades 9-12, containing topics such as inclusion-exclusion, recursion, conditional probability, generating functions, graph theory, and more. Related course: Intermediate Counting and Probability. VIEW DETAILS. I think this course was really fun and challenging.

  7. Discrete Mathematics

    Discrete mathematics is the study of mathematical structures that are countable or otherwise distinct and separable. Examples of structures that are discrete are combinations, graphs, and logical statements. Discrete structures can be finite or infinite. Discrete mathematics is in contrast to continuous mathematics, which deals with structures which can range in value over the real numbers, or ...

  8. Fundamentals Of Discrete Math For Computer Science A Problem Solving

    logic, this text emphasizes problem solving and the application of theory as it carefully guides the reader from basic to more complex topics. Discrete Mathematics is an ideal resource for discovering the fundamentals of discrete math. Discrete Mathematics, Second Edition is designed for an

  9. Discrete Mathematics

    0 Introduction and Preliminaries. 1 Counting. 2 Sequences. 3 Symbolic Logic and Proofs. 4 Graph Theory. 5 Additional Topics.

  10. What Is Discrete Mathematics?

    Discrete Mathematics is a rapidly growing and increasingly used area of mathematics, with many practical and relevant applications. ... It's an excellent tool for improving reasoning and problem-solving skills, and is appropriate for students at all levels and of all abilities. Teachers have found that discrete mathematics offers a way of ...

  11. PDF Sample Problems in Discrete Mathematics

    Problem 3 For every integer n 0, Xn i=0 i2 = n(n+ 1)(2n+ 1) 6: Prove. Problem 4 Prove that every integer greater than 1 is a product of prime numbers. Proof: We will use strong induction. Base Case: 2 is a product of prime numbers, since 2 itself is a prime. Inductive Step: Let n be an arbitrary integer greater than 1.

  12. Art of Problem Solving

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  13. Art of Problem Solving

    1. There is one and only one perfect square in the form. where and are prime. Find that perfect square. 2. and are positive integers. If , find . 3.The fraction, where and are side lengths of a triangle, lies in the interval , where and are rational numbers.

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  16. (PDF) The Art of Problem Solving

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  17. Discrete mathematics

    Discrete math is very broadly the area of mathematics that deals with discrete objects; that is, objects that be enumerated. Another very broad description is that branches of mathematics considered discrete math are primarily concerned with sets, whereas branches of math known as analysis (such as calculus) are primarily concerned with functions.

  18. PDF The Art of Problem Solving

    The Art of Problem Solving Math 479 - Dr. Monks Contemplation within activity is a million times better than contemplation within stillness. -Hakuin 1 The Way of Problem Solving • Art: Problem solving is an art. Like any art it requires proper attitude, practice, creativity, and passion to master.

  19. The Art of Proving: Algorithmic and Visual Approaches in Discrete

    The view of discrete mathematics has evolved from a course in pure mathematics to a preparatory course for programming-related topics. There is an emphasis on explaining concepts using intuitive terms, to look at mathematical statements visually, to reach audiences with varied learning abilities, and to encourage programming at a younger age.

  20. Art of Problem Solving

    A discrete quantity can only take on certain values. For example, the number of students in a classroom can only be a positive integer and is thus a discrete quantity since the range of possible values is not continuous.On the other hand, the average height of the students in a classroom can take on any real value and is thus a continuous variable since its possible range of values is continuous.

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    He is co-author of the Art of Problem Solving, Volumes 1 and 2 and Intermediate Algebra, and author of Introduction to Algebra, Introduction to Geometry, and Precalculus. He was a national MATHCOUNTS participant in 1985, a three-time participant in the Math Olympiad Summer Program, and a USA Mathematical Olympiad winner in 1989.

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  23. I'm having a bad time with "The Art of Problem Solving" : r/math

    First year calc problems that appear difficult are much easier with tons of practice. The difference between a seasoned mathematician and a novice is the way the problem is approached. With practice comes new and beautifully creative ways of attack, the majority of people who can do this have it worked their peers. 2.