Section Sets and Set Operations

Size: px
Start display at page:

Download "Section Sets and Set Operations"

Transcription

1 Section Sets and Set Operations Definition: A set is a well-defined collection of objects usually denoted by uppercase letters. Definition: The elements, or members, of a set are denoted by lowercase letters. Set Notations: 1. Roster Notation: Lists each element between braces Example 1: 2. Set-builder Notation: A rule is given that describes the property an object x must satisfy to qualify for membership in the set. Example 2: Notation: If a is an element of a set A, we write a A. If a doesn t belong to A we write a / A. Example 3: Let A = {1,2,3}. Definition: Two sets A and B are equal, written A = B, if and only if they have exactly the same elements. (Note: The elements do NOT have to be in the same order.) Example 4: Let A = {1,2,3}, B = {2,1,3}, C = {1,2,3,4} Definition: If every element of a set A is also an element of a set B, then we say that A is a subset of B and write A B. Definition: A is a proper subset of B if A is a subset of B but A does not equal B. (i.e. We write A B if A B and there exists at least one element in B that is not in A) Example 5: Let A = {1,2,3}, B = {2,1,3}, C = {1,2,3,4} Note:, represent containment between sets. To show an element is part of a set, we use. Example 6: If A = {1,2,3,4} determine whether each of the following is true or false: a) 1 A b) 1 A c) {1} A d) {1} A e) {1} A 1

2 Definition: The set that contains no elements is called the empty set and is denoted by /0 OR {} (not {/0}). The empty set is a subset of every set. Example 7: List all subsets of A = {a,b,c} Definition: A universal set, U, is the set of all elements of interest in a particular matter. We have different universal sets for different problems. We use Venn Diagrams to visually represent sets. The Universal Set U is denoted by a rectangle. Subsets of U are represented by circles inside the rectangle. Set Operations: 1. If U is a universal set and A is a subset of U, then the set of all elements in U that are NOT in A is called the complement of A, denoted A c. Example 8: A c = {x U x / A} 2. The intersection of sets A and B is the set of all elements that belong to both A and B. Example 9: A B = {x U x A and x B} 3. The union of sets A and B is the set of all elements that belong to A or B. Example 10: A B = {x U x A or x B } 2

3 Set Complementation: U c = /0 /0 c = U (A c ) c = A A A c = U A A c = /0 Example 11: Let s check some of the above properties using Venn Diagrams. Definition: Two sets A and B are disjoint if A B = /0. Example 12: Let A = {1,3,5,7}, B = {2,4,6,8}. Are A and B disjoint? Properties of Set Operations: Commutative Law: Associative Law: Distributive Law: A B = B A A B = B A A (B C) = (A B) C A (B C) = (A B) C A (B C) = (A B) (A C) A (B C) = (A B) (A C) 3

4 DeMorgan s Laws (A B) c = A c B c (A B) c = A c B c Example 13: Let s prove DeMorgan s Law using Venn Diagrams Example 14: Let A, B, and C be subsets of a universal set U. Shade the following regions on a Venn Diagram: a) A B C c b) A B C c c) (A B) c C d) (B C) A c 4

5 Example 15: Let U = {1,2,3,4,5}, A = {1,2,3}, B = {1,3,5}. Find a) A c b) A B c) A A c d) A A c e) (A B) c f) A B c Example 16: Let U denote the set of all cars in a dealer s lot and A = {x U x is equipped with automatic transmission} B = {x U x is equipped with air conditioning} C = {x U x is equipped with side air bags} Find an expression in terms of A, B, and C for each of the following sets: a) The set of cars with at least one of the given options. b) The set of cars with automatic transmission and side air bags but no air conditioning. c) The set of cars with exactly one of the given options. Section 6.1 Highly Suggested Homework Problems: 9, 11, 15, 19, 21, 29, 31, 35, 37, 41, 47, 49, 61, 63, 67, 69, 71 5

6 Section The Number of Elements in a Finite Set Definition: For a set A, we denote the number of elements in A as n(a). Example 1: If A = {a,b,c}, B = {x x is a letter in the English Alphabet}, and C = /0, find: a) n(a) b) n(b) c) n(c) You will need to remember the following formula: Example 2: Does the formula make sense? n(a B) = n(a) + n(b) n(a B) Example 3: In a recent survey of 200 members of a local sports club, 100 members indicated that they plan to attend the next Summer Olympic Games, 60 indicated that they plan to attend the next Winter Olympic Games, and 40 indicated that they plan to attend both games. How many members of the club plan to attend a) At least one of the two games? b) The Summer Olympic Games only? c) Exactly one of the games? d) None of the games? 6

7 Example 4: If n(a) = 12,n(B) = 12,n(A B) = 5,n(A C) = 5,n(B C) = 4,n(A B C) = 2, n(a B C) = 25, and n(a c B c C c ) = 7, find n(c). Example 5: To help plan the number of meals to be prepared in a college cafeteria, a survey was conducted, and the following data were obtained: 8 students ate only breakfast. 80 students ate only lunch. 96 students ate exactly 2 meals. 68 students ate breakfast and lunch. 58 students ate all three meals. 100 students did not eat dinner. 112 students ate breakfast and dinner. 99 students ate exactly 1 meal. How many students were surveyed? 7

8 Example 6: A survey was conducted of College Station residents to determine what activities they participated in during the 4th of July weekend. It was found that 955 residents watched fireworks. 50 residents only went swimming. 528 residents participated in exactly two of these activities residents watched fireworks or ate BBQ. 250 residents only watched fireworks and ate BBQ. 60 residents did not watch fireworks and did not eat BBQ. 425 residents watched fireworks, ate BBQ, and went swimming. 523 residents went swimming and ate BBQ. How many residents did not eat BBQ? Section 6.2 Highly Suggested Homework Problems: 3, 5, 7, 11, 15, 17, 21, 25, 29, 31, 35, 37 8

9 Section Multiplication Principle Example 1: A yogurt shop has 3 flavors (Chocolate, Vanilla, and Strawberry) and two sizes (Large and Medium). How many different yogurts can be ordered? Multiplication Principle: Suppose a task T 1 can be performed in N 1 ways, a task T 2 can be performed in N 2 ways,..., and a task T n can be performed in N n ways. Then, the number of ways of performing the tasks T 1, T 2,..., T n in succession is given by the product: Example 2: A coin is tossed 3 times, and the sequence of heads and tails is recorded. Determine the number of outcomes. Example 3: An auto manufacturer has 3 different subcompact cars in the line. Customers selecting one of these cars have a choice of 3 engine sizes, 4 body styles, and 3 color schemes. How many different selections can a customer make? 9

10 Example 4: How many three-letter words that have exactly one vowel can be made using the first seven letters of the alphabet where using a letter twice is permitted but having two consonants next to each other is not? Example 5: How many five-digit numbers can be formed if a) Zero is not the first digit? b) Zero cannot be the first digit and no digit can be repeated? c) Zero cannot be the first digit, no digit can be repeated, and each number formed must be even? 10

11 Example 6: Jack and Jill and 5 of their friends go to the movies. They all sit next to each other in the same row. How many ways can this be done if a) there are no restrictions? b) Jill must sit in the middle? c) Jill sits on one end of the row and Jack sits on the other end of the row? d) Jack, Jill, or John sit in the middle seat? e) Jack, Jill, and John sit in the middle seats? f) Jack and Jill must sit next to each other? g) Jill must not sit next to Jack? Section 6.3 Highly Suggested Homework Problems: 1, 3, 5, 7, 9, 11, 15, 19, 21, 23, 25, 27, & Counting Handout 1 11

12 Section Arrangements and Combinations Example 1: Suppose we want to seat 12 people in a row of 12 seats. How many arrangements are possible? The above product is called a factorial: n! = n(n 1)(n 2) Note: 0! = 1 Example 2: How many ways can we select 5 people from a group of 12 and arrange them in 5 chairs? Definition: If we have n distinct elements and we want to take r of them in an arrangement, we say that the number of arrangements of n things taken r at a time is: Example 3: How many ways can we select 25 people from a group of 35 and arrange them in 25 chairs? Arrangement of n objects, not all distinct: Given a set of n objects in which n 1 are alike of one kind, n 2 are alike of another,..., n r alike of another so that n 1 + n n r = n then the number of arrangements of the n objects taken n at a time is: Example 4: Suppose we have 2 identical red marbles, 3 identical green marbles, and 1 blue marble. If we want to line the marbles up in a row, how many distinguishable arrangements of the 6 marbles are there? Example 5: How many distinguishable arrangements can we make from the letters in the word Mississippi? 12

13 Definition: The number of combinations of n items taken r at a time is: Example 6: Example 7: Suppose a high school choir made of 11 students decides to send 2 members to a duet competition. a) How many pairs are possible? b) If it is decided that one particular member is to go, how many different pairs are possible? c) If there are 3 boys and 8 girls in the choir, how many pairs will include at least one boy? 13

14 Example 8: Suppose we have a bag containing 6 different purple candies, 3 different red candies, and 7 different green candies. You choose 5 pieces at random. a) How many samples of 5 candies can be chosen? b) How many samples are there in which all the candies are green? c) How many samples are there in which they are all red? d) How many samples are there in which there are 2 purple and 1 red? e) How many samples are there in which there are no purple candies? f) How many samples contain at least 1 purple? g) How many samples contain exactly 2 purple or exactly 2 green candies? 14

15 Example 9: Suppose we are playing the lottery in which we must choose 6 from 50 numbers. a) How many different lottery picks could we choose if the order we choose our numbers in does not matter? b) How many ways are there to choose no winning numbers? c) How many ways are there to choose at least 3 winning numbers? Example 10: In how many ways can a committee be formed with a chair, a secretary, a treasurer, and four additional people if they are to all be chosen from a group of ten people? Section 6.4 Highly Suggested Homework Problems: 3, 13, 19, 33, 35, 37, 39, 45, 47, 49, 51, 53, 55, 63, 67, 68, 69, 71, 73, & Counting Handouts 2 &3 15

Lecture Note 1 Set and Probability Theory. MIT 14.30 Spring 2006 Herman Bennett

Lecture Note 1 Set and Probability Theory. MIT 14.30 Spring 2006 Herman Bennett Lecture Note 1 Set and Probability Theory MIT 14.30 Spring 2006 Herman Bennett 1 Set Theory 1.1 Definitions and Theorems 1. Experiment: any action or process whose outcome is subject to uncertainty. 2.

More information

Math/Stats 425 Introduction to Probability. 1. Uncertainty and the axioms of probability

Math/Stats 425 Introduction to Probability. 1. Uncertainty and the axioms of probability Math/Stats 425 Introduction to Probability 1. Uncertainty and the axioms of probability Processes in the real world are random if outcomes cannot be predicted with certainty. Example: coin tossing, stock

More information

Check Skills You ll Need. New Vocabulary union intersection disjoint sets. Union of Sets

Check Skills You ll Need. New Vocabulary union intersection disjoint sets. Union of Sets NY-4 nion and Intersection of Sets Learning Standards for Mathematics..31 Find the intersection of sets (no more than three sets) and/or union of sets (no more than three sets). Check Skills You ll Need

More information

Lecture 1 Introduction Properties of Probability Methods of Enumeration Asrat Temesgen Stockholm University

Lecture 1 Introduction Properties of Probability Methods of Enumeration Asrat Temesgen Stockholm University Lecture 1 Introduction Properties of Probability Methods of Enumeration Asrat Temesgen Stockholm University 1 Chapter 1 Probability 1.1 Basic Concepts In the study of statistics, we consider experiments

More information

1 Combinations, Permutations, and Elementary Probability

1 Combinations, Permutations, and Elementary Probability 1 Combinations, Permutations, and Elementary Probability Roughly speaking, Permutations are ways of grouping things where the order is important. Combinations are ways of grouping things where the order

More information

Fundamentals of Probability

Fundamentals of Probability Fundamentals of Probability Introduction Probability is the likelihood that an event will occur under a set of given conditions. The probability of an event occurring has a value between 0 and 1. An impossible

More information

THE LANGUAGE OF SETS AND SET NOTATION

THE LANGUAGE OF SETS AND SET NOTATION THE LNGGE OF SETS ND SET NOTTION Mathematics is often referred to as a language with its own vocabulary and rules of grammar; one of the basic building blocks of the language of mathematics is the language

More information

Math 210. 1. Compute C(1000,2) (a) 499500. (b) 1000000. (c) 2. (d) 999000. (e) None of the above.

Math 210. 1. Compute C(1000,2) (a) 499500. (b) 1000000. (c) 2. (d) 999000. (e) None of the above. Math 210 1. Compute C(1000,2) (a) 499500. (b) 1000000. (c) 2. (d) 999000. 2. Suppose that 80% of students taking calculus have previously had a trigonometry course. Of those that did, 75% pass their calculus

More information

AP Stats - Probability Review

AP Stats - Probability Review AP Stats - Probability Review Multiple Choice Identify the choice that best completes the statement or answers the question. 1. I toss a penny and observe whether it lands heads up or tails up. Suppose

More information

Set operations and Venn Diagrams. COPYRIGHT 2006 by LAVON B. PAGE

Set operations and Venn Diagrams. COPYRIGHT 2006 by LAVON B. PAGE Set operations and Venn Diagrams Set operations and Venn diagrams! = { x x " and x " } This is the intersection of and. # = { x x " or x " } This is the union of and. n element of! belongs to both and,

More information

Statistics 100A Homework 1 Solutions

Statistics 100A Homework 1 Solutions Chapter 1 tatistics 100A Homework 1 olutions Ryan Rosario 1. (a) How many different 7-place license plates are possible if the first 2 places are for letters and the other 5 for numbers? The first two

More information

Math 166 - Week in Review #4. A proposition, or statement, is a declarative sentence that can be classified as either true or false, but not both.

Math 166 - Week in Review #4. A proposition, or statement, is a declarative sentence that can be classified as either true or false, but not both. Math 166 Spring 2007 c Heather Ramsey Page 1 Math 166 - Week in Review #4 Sections A.1 and A.2 - Propositions, Connectives, and Truth Tables A proposition, or statement, is a declarative sentence that

More information

A Little Set Theory (Never Hurt Anybody)

A Little Set Theory (Never Hurt Anybody) A Little Set Theory (Never Hurt Anybody) Matthew Saltzman Department of Mathematical Sciences Clemson University Draft: August 21, 2013 1 Introduction The fundamental ideas of set theory and the algebra

More information

Chapter 4: Probability and Counting Rules

Chapter 4: Probability and Counting Rules Chapter 4: Probability and Counting Rules Learning Objectives Upon successful completion of Chapter 4, you will be able to: Determine sample spaces and find the probability of an event using classical

More information

Lesson 1. Basics of Probability. Principles of Mathematics 12: Explained! www.math12.com 314

Lesson 1. Basics of Probability. Principles of Mathematics 12: Explained! www.math12.com 314 Lesson 1 Basics of Probability www.math12.com 314 Sample Spaces: Probability Lesson 1 Part I: Basic Elements of Probability Consider the following situation: A six sided die is rolled The sample space

More information

Find the indicated probability. 1) If a single fair die is rolled, find the probability of a 4 given that the number rolled is odd.

Find the indicated probability. 1) If a single fair die is rolled, find the probability of a 4 given that the number rolled is odd. Math 0 Practice Test 3 Fall 2009 Covers 7.5, 8.-8.3 MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Find the indicated probability. ) If a single

More information

SECTION 10-5 Multiplication Principle, Permutations, and Combinations

SECTION 10-5 Multiplication Principle, Permutations, and Combinations 10-5 Multiplication Principle, Permutations, and Combinations 761 54. Can you guess what the next two rows in Pascal s triangle, shown at right, are? Compare the numbers in the triangle with the binomial

More information

Basic Probability Concepts

Basic Probability Concepts page 1 Chapter 1 Basic Probability Concepts 1.1 Sample and Event Spaces 1.1.1 Sample Space A probabilistic (or statistical) experiment has the following characteristics: (a) the set of all possible outcomes

More information

PROBABILITY. SIMPLE PROBABILITY is the likelihood that a specific event will occur, represented by a number between 0 and 1.

PROBABILITY. SIMPLE PROBABILITY is the likelihood that a specific event will occur, represented by a number between 0 and 1. PROBABILITY SIMPLE PROBABILITY SIMPLE PROBABILITY is the likelihood that a specific event will occur, represented by a number between 0 and. There are two categories of simple probabilities. THEORETICAL

More information

Complement. If A is an event, then the complement of A, written A c, means all the possible outcomes that are not in A.

Complement. If A is an event, then the complement of A, written A c, means all the possible outcomes that are not in A. Complement If A is an event, then the complement of A, written A c, means all the possible outcomes that are not in A. For example, if A is the event UNC wins at least 5 football games, then A c is the

More information

A a B b C c D d. E e. F f G g H h. I i. J j K k L l. M m. N n O o P p. Q q. R r S s T t. U u. V v W w X x. Y y. Z z. abcd efg hijk lmnop qrs tuv wx yz

A a B b C c D d. E e. F f G g H h. I i. J j K k L l. M m. N n O o P p. Q q. R r S s T t. U u. V v W w X x. Y y. Z z. abcd efg hijk lmnop qrs tuv wx yz A a B b C c D d E e F f G g H h I i J j K k L l M m N n O o P p Q q R r S s T t U u V v W w X x Y y Z z abcd efg hijk lmnop qrs tuv wx yz 25 Ways to Use Magnetic Letters at Home 1. LETTER PLAY Encourage

More information

Using Permutations and Combinations to Compute Probabilities

Using Permutations and Combinations to Compute Probabilities Using Permutations and Combinations to Compute Probabilities Student Outcomes Students distinguish between situations involving combinations and situations involving permutations. Students use permutations

More information

6.3 Conditional Probability and Independence

6.3 Conditional Probability and Independence 222 CHAPTER 6. PROBABILITY 6.3 Conditional Probability and Independence Conditional Probability Two cubical dice each have a triangle painted on one side, a circle painted on two sides and a square painted

More information

Chapter 6. 1. What is the probability that a card chosen from an ordinary deck of 52 cards is an ace? Ans: 4/52.

Chapter 6. 1. What is the probability that a card chosen from an ordinary deck of 52 cards is an ace? Ans: 4/52. Chapter 6 1. What is the probability that a card chosen from an ordinary deck of 52 cards is an ace? 4/52. 2. What is the probability that a randomly selected integer chosen from the first 100 positive

More information

Probability and Venn diagrams UNCORRECTED PAGE PROOFS

Probability and Venn diagrams UNCORRECTED PAGE PROOFS Probability and Venn diagrams 12 This chapter deals with further ideas in chance. At the end of this chapter you should be able to: identify complementary events and use the sum of probabilities to solve

More information

PERMUTATIONS AND COMBINATIONS

PERMUTATIONS AND COMBINATIONS PERMUTATIONS AND COMBINATIONS Mathematics for Elementary Teachers: A Conceptual Approach New Material for the Eighth Edition Albert B. Bennett, Jr., Laurie J. Burton and L. Ted Nelson Math 212 Extra Credit

More information

Understanding Ratios Grade Five

Understanding Ratios Grade Five Ohio Standards Connection: Number, Number Sense and Operations Standard Benchmark B Use models and pictures to relate concepts of ratio, proportion and percent. Indicator 1 Use models and visual representation

More information

Mathematical goals. Starting points. Materials required. Time needed

Mathematical goals. Starting points. Materials required. Time needed Level S2 of challenge: B/C S2 Mathematical goals Starting points Materials required Time needed Evaluating probability statements To help learners to: discuss and clarify some common misconceptions about

More information

OA3-10 Patterns in Addition Tables

OA3-10 Patterns in Addition Tables OA3-10 Patterns in Addition Tables Pages 60 63 Standards: 3.OA.D.9 Goals: Students will identify and describe various patterns in addition tables. Prior Knowledge Required: Can add two numbers within 20

More information

Lecture 1. Basic Concepts of Set Theory, Functions and Relations

Lecture 1. Basic Concepts of Set Theory, Functions and Relations September 7, 2005 p. 1 Lecture 1. Basic Concepts of Set Theory, Functions and Relations 0. Preliminaries...1 1. Basic Concepts of Set Theory...1 1.1. Sets and elements...1 1.2. Specification of sets...2

More information

STAT 319 Probability and Statistics For Engineers PROBABILITY. Engineering College, Hail University, Saudi Arabia

STAT 319 Probability and Statistics For Engineers PROBABILITY. Engineering College, Hail University, Saudi Arabia STAT 319 robability and Statistics For Engineers LECTURE 03 ROAILITY Engineering College, Hail University, Saudi Arabia Overview robability is the study of random events. The probability, or chance, that

More information

2.5 Conditional Probabilities and 2-Way Tables

2.5 Conditional Probabilities and 2-Way Tables 2.5 Conditional Probabilities and 2-Way Tables Learning Objectives Understand how to calculate conditional probabilities Understand how to calculate probabilities using a contingency or 2-way table It

More information

2. How many ways can the letters in PHOENIX be rearranged? 7! = 5,040 ways.

2. How many ways can the letters in PHOENIX be rearranged? 7! = 5,040 ways. Math 142 September 27, 2011 1. How many ways can 9 people be arranged in order? 9! = 362,880 ways 2. How many ways can the letters in PHOENIX be rearranged? 7! = 5,040 ways. 3. The letters in MATH are

More information

Exploring Probability: Permutations and Combinations. Table of Contents. Guided Practice 10. Independent Practice... 6 Lesson 2: Combinations.

Exploring Probability: Permutations and Combinations. Table of Contents. Guided Practice 10. Independent Practice... 6 Lesson 2: Combinations. Exploring Probability: Permutations and Combinations Table of Contents Introduction 1 Standards and Objectives..1 Instructional Delivery..1 Technology.. 1 Assessment..2 Reflection..2 Lesson 1: Permutations.3-4

More information

TOPIC P2: SAMPLE SPACE AND ASSIGNING PROBABILITIES SPOTLIGHT: THE CASINO GAME OF ROULETTE. Topic P2: Sample Space and Assigning Probabilities

TOPIC P2: SAMPLE SPACE AND ASSIGNING PROBABILITIES SPOTLIGHT: THE CASINO GAME OF ROULETTE. Topic P2: Sample Space and Assigning Probabilities TOPIC P2: SAMPLE SPACE AND ASSIGNING PROBABILITIES SPOTLIGHT: THE CASINO GAME OF ROULETTE Roulette is one of the most popular casino games. The name roulette is derived from the French word meaning small

More information

Section 6.2 Definition of Probability

Section 6.2 Definition of Probability Section 6.2 Definition of Probability Probability is a measure of the likelihood that an event occurs. For example, if there is a 20% chance of rain tomorrow, that means that the probability that it will

More information

IAM 530 ELEMENTS OF PROBABILITY AND STATISTICS INTRODUCTION

IAM 530 ELEMENTS OF PROBABILITY AND STATISTICS INTRODUCTION IAM 530 ELEMENTS OF PROBABILITY AND STATISTICS INTRODUCTION 1 WHAT IS STATISTICS? Statistics is a science of collecting data, organizing and describing it and drawing conclusions from it. That is, statistics

More information

Algebra 2 C Chapter 12 Probability and Statistics

Algebra 2 C Chapter 12 Probability and Statistics Algebra 2 C Chapter 12 Probability and Statistics Section 3 Probability fraction Probability is the ratio that measures the chances of the event occurring For example a coin toss only has 2 equally likely

More information

Conditional Probability, Independence and Bayes Theorem Class 3, 18.05, Spring 2014 Jeremy Orloff and Jonathan Bloom

Conditional Probability, Independence and Bayes Theorem Class 3, 18.05, Spring 2014 Jeremy Orloff and Jonathan Bloom Conditional Probability, Independence and Bayes Theorem Class 3, 18.05, Spring 2014 Jeremy Orloff and Jonathan Bloom 1 Learning Goals 1. Know the definitions of conditional probability and independence

More information

Probability: Terminology and Examples Class 2, 18.05, Spring 2014 Jeremy Orloff and Jonathan Bloom

Probability: Terminology and Examples Class 2, 18.05, Spring 2014 Jeremy Orloff and Jonathan Bloom Probability: Terminology and Examples Class 2, 18.05, Spring 2014 Jeremy Orloff and Jonathan Bloom 1 Learning Goals 1. Know the definitions of sample space, event and probability function. 2. Be able to

More information

(b) You draw two balls from an urn and track the colors. When you start, it contains three blue balls and one red ball.

(b) You draw two balls from an urn and track the colors. When you start, it contains three blue balls and one red ball. Examples for Chapter 3 Probability Math 1040-1 Section 3.1 1. Draw a tree diagram for each of the following situations. State the size of the sample space. (a) You flip a coin three times. (b) You draw

More information

Pure Math 30: Explained!

Pure Math 30: Explained! www.puremath30.com 323 Lesson 1, Part One: The Fundamental Counting Principle The Fundamental Counting Principle: This is an easy way to determine how many ways you can arrange items. The following examples

More information

Statistics 100A Homework 2 Solutions

Statistics 100A Homework 2 Solutions Statistics Homework Solutions Ryan Rosario Chapter 9. retail establishment accepts either the merican Express or the VIS credit card. total of percent of its customers carry an merican Express card, 6

More information

Hoover High School Math League. Counting and Probability

Hoover High School Math League. Counting and Probability Hoover High School Math League Counting and Probability Problems. At a sandwich shop there are 2 kinds of bread, 5 kinds of cold cuts, 3 kinds of cheese, and 2 kinds of dressing. How many different sandwiches

More information

Get ready to test your knowledge Nutrition Jeopardy!

Get ready to test your knowledge Nutrition Jeopardy! Week 3 Nutrition Get ready to test your knowledge Nutrition Jeopardy! You are going to be playing Jeopardy with your classmates. Your teacher is going to put you into groups of 4 or 5. Write your team

More information

Year 2 Summer Term Oral and Mental Starter Activity Bank

Year 2 Summer Term Oral and Mental Starter Activity Bank Year 2 Summer Term Oral and Mental Starter Activity Bank Objectives for term Recall x2 table facts and derive division facts. Recognise multiples of 5. Recall facts in x5 table. Recall x10 table and derive

More information

Name: Date: Use the following to answer questions 2-4:

Name: Date: Use the following to answer questions 2-4: Name: Date: 1. A phenomenon is observed many, many times under identical conditions. The proportion of times a particular event A occurs is recorded. What does this proportion represent? A) The probability

More information

Probability. Sample space: all the possible outcomes of a probability experiment, i.e., the population of outcomes

Probability. Sample space: all the possible outcomes of a probability experiment, i.e., the population of outcomes Probability Basic Concepts: Probability experiment: process that leads to welldefined results, called outcomes Outcome: result of a single trial of a probability experiment (a datum) Sample space: all

More information

Access The Mathematics of Internet Search Engines

Access The Mathematics of Internet Search Engines Lesson1 Access The Mathematics of Internet Search Engines You are living in the midst of an ongoing revolution in information processing and telecommunications. Telephones, televisions, and computers are

More information

Contemporary Mathematics- MAT 130. Probability. a) What is the probability of obtaining a number less than 4?

Contemporary Mathematics- MAT 130. Probability. a) What is the probability of obtaining a number less than 4? Contemporary Mathematics- MAT 30 Solve the following problems:. A fair die is tossed. What is the probability of obtaining a number less than 4? What is the probability of obtaining a number less than

More information

Math 3C Homework 3 Solutions

Math 3C Homework 3 Solutions Math 3C Homework 3 s Ilhwan Jo and Akemi Kashiwada ilhwanjo@math.ucla.edu, akashiwada@ucla.edu Assignment: Section 2.3 Problems 2, 7, 8, 9,, 3, 5, 8, 2, 22, 29, 3, 32 2. You draw three cards from a standard

More information

Principles of Math 12 - Perms & Combs Practice Exam 1 www.math12.com

Principles of Math 12 - Perms & Combs Practice Exam 1 www.math12.com Principles of Math 1 - Perms & Combs Practice Exam 1 www.math1.com Permutations & Combinations Practice Exam Use this sheet to record your answers 1. NR 3. 17. 7.. 10. 18. 8. 3. NR 4. 19. 9. 4. 11. NR

More information

STAT 35A HW2 Solutions

STAT 35A HW2 Solutions STAT 35A HW2 Solutions http://www.stat.ucla.edu/~dinov/courses_students.dir/09/spring/stat35.dir 1. A computer consulting firm presently has bids out on three projects. Let A i = { awarded project i },

More information

Basic Probability Theory II

Basic Probability Theory II RECAP Basic Probability heory II Dr. om Ilvento FREC 408 We said the approach to establishing probabilities for events is to Define the experiment List the sample points Assign probabilities to the sample

More information

1 Math 1313 Final Review Final Review for Finite. 1. Find the equation of the line containing the points 1, 2)

1 Math 1313 Final Review Final Review for Finite. 1. Find the equation of the line containing the points 1, 2) Math 33 Final Review Final Review for Finite. Find the equation of the line containing the points, 2) ( and (,3) 2. 2. The Ace Company installed a new machine in one of its factories at a cost of $2,.

More information

EDEXCEL FUNCTIONAL SKILLS PILOT

EDEXCEL FUNCTIONAL SKILLS PILOT EEXEL FUNTIONAL SKILLS PILOT Maths Level hapter 7 Working with probability SETION K Measuring probability 9 Remember what you have learned 3 raft for Pilot Functional Maths Level hapter 7 Pearson Education

More information

Elements of probability theory

Elements of probability theory 2 Elements of probability theory Probability theory provides mathematical models for random phenomena, that is, phenomena which under repeated observations yield di erent outcomes that cannot be predicted

More information

Exam Style Questions. Revision for this topic. Name: Ensure you have: Pencil, pen, ruler, protractor, pair of compasses and eraser

Exam Style Questions. Revision for this topic. Name: Ensure you have: Pencil, pen, ruler, protractor, pair of compasses and eraser Name: Exam Style Questions Ensure you have: Pencil, pen, ruler, protractor, pair of compasses and eraser You may use tracing paper if needed Guidance 1. Read each question carefully before you begin answering

More information

Review for Test 2. Chapters 4, 5 and 6

Review for Test 2. Chapters 4, 5 and 6 Review for Test 2 Chapters 4, 5 and 6 1. You roll a fair six-sided die. Find the probability of each event: a. Event A: rolling a 3 1/6 b. Event B: rolling a 7 0 c. Event C: rolling a number less than

More information

Worksheet 2 nd. STANDARD COMPETENCY : 1. To use the statistics rules, the rules of counting, and the characteristic of probability in problem solving.

Worksheet 2 nd. STANDARD COMPETENCY : 1. To use the statistics rules, the rules of counting, and the characteristic of probability in problem solving. Worksheet 2 nd Topic : PERMUTATIONS TIME : 4 X 45 minutes STANDARD COMPETENCY : 1. To use the statistics rules, the rules of counting, and the characteristic of probability in problem solving. BASIC COMPETENCY:

More information

Probability and Compound Events Examples

Probability and Compound Events Examples Probability and Compound Events Examples 1. A compound event consists of two or more simple events. ossing a die is a simple event. ossing two dice is a compound event. he probability of a compound event

More information

Combinatorial Proofs

Combinatorial Proofs Combinatorial Proofs Two Counting Principles Some proofs concerning finite sets involve counting the number of elements of the sets, so we will look at the basics of counting. Addition Principle: If A

More information

Basic Probability. Probability: The part of Mathematics devoted to quantify uncertainty

Basic Probability. Probability: The part of Mathematics devoted to quantify uncertainty AMS 5 PROBABILITY Basic Probability Probability: The part of Mathematics devoted to quantify uncertainty Frequency Theory Bayesian Theory Game: Playing Backgammon. The chance of getting (6,6) is 1/36.

More information

Automata and Formal Languages

Automata and Formal Languages Automata and Formal Languages Winter 2009-2010 Yacov Hel-Or 1 What this course is all about This course is about mathematical models of computation We ll study different machine models (finite automata,

More information

35 Permutations, Combinations and Probability

35 Permutations, Combinations and Probability 35 Permutations, Combinations and Probability Thus far we have been able to list the elements of a sample space by drawing a tree diagram. For large sample spaces tree diagrams become very complex to construct.

More information

Homework 20: Compound Probability

Homework 20: Compound Probability Homework 20: Compound Probability Definition The probability of an event is defined to be the ratio of times that you expect the event to occur after many trials: number of equally likely outcomes resulting

More information

Formula for Theoretical Probability

Formula for Theoretical Probability Notes Name: Date: Period: Probability I. Probability A. Vocabulary is the chance/ likelihood of some event occurring. Ex) The probability of rolling a for a six-faced die is 6. It is read as in 6 or out

More information

Probability definitions

Probability definitions Probability definitions 1. Probability of an event = chance that the event will occur. 2. Experiment = any action or process that generates observations. In some contexts, we speak of a data-generating

More information

Topic : Probability of a Complement of an Event- Worksheet 1. Do the following:

Topic : Probability of a Complement of an Event- Worksheet 1. Do the following: Topic : Probability of a Complement of an Event- Worksheet 1 1. You roll a die. What is the probability that 2 will not appear 2. Two 6-sided dice are rolled. What is the 3. Ray and Shan are playing football.

More information

Section 6-5 Sample Spaces and Probability

Section 6-5 Sample Spaces and Probability 492 6 SEQUENCES, SERIES, AND PROBABILITY 52. How many committees of 4 people are possible from a group of 9 people if (A) There are no restrictions? (B) Both Juan and Mary must be on the committee? (C)

More information

Set Theory Basic Concepts and Definitions

Set Theory Basic Concepts and Definitions Set Theory Basic Concepts and Definitions The Importance of Set Theory One striking feature of humans is their inherent need and ability to group objects according to specific criteria. Our prehistoric

More information

Paper Reference. Ruler graduated in centimetres and millimetres, protractor, compasses, pen, HB pencil, eraser, calculator. Tracing paper may be used.

Paper Reference. Ruler graduated in centimetres and millimetres, protractor, compasses, pen, HB pencil, eraser, calculator. Tracing paper may be used. Centre No. Candidate No. Paper Reference 1 3 8 0 2 F Paper Reference(s) 1380/2F Edexcel GCSE Mathematics (Linear) 1380 Paper 2 (Calculator) Foundation Tier Friday 12 November 2010 Morning Time: 1 hour

More information

Grade 6 Math Circles March 2, 2011 Counting

Grade 6 Math Circles March 2, 2011 Counting 1 University of Waterloo Faculty of Mathematics Centre for Education in Mathematics and Computing Grade 6 Math Circles March 2, 2011 Counting Venn Diagrams Example 1: Ms. Daly surveyed her class of 26

More information

Probability and Statistics Vocabulary List (Definitions for Middle School Teachers)

Probability and Statistics Vocabulary List (Definitions for Middle School Teachers) Probability and Statistics Vocabulary List (Definitions for Middle School Teachers) B Bar graph a diagram representing the frequency distribution for nominal or discrete data. It consists of a sequence

More information

Probability. Section 9. Probability. Probability of A = Number of outcomes for which A happens Total number of outcomes (sample space)

Probability. Section 9. Probability. Probability of A = Number of outcomes for which A happens Total number of outcomes (sample space) Probability Section 9 Probability Probability of A = Number of outcomes for which A happens Total number of outcomes (sample space) In this section we summarise the key issues in the basic probability

More information

36 Odds, Expected Value, and Conditional Probability

36 Odds, Expected Value, and Conditional Probability 36 Odds, Expected Value, and Conditional Probability What s the difference between probabilities and odds? To answer this question, let s consider a game that involves rolling a die. If one gets the face

More information

Automata Theory. Şubat 2006 Tuğrul Yılmaz Ankara Üniversitesi

Automata Theory. Şubat 2006 Tuğrul Yılmaz Ankara Üniversitesi Automata Theory Automata theory is the study of abstract computing devices. A. M. Turing studied an abstract machine that had all the capabilities of today s computers. Turing s goal was to describe the

More information

Pigeonhole Principle Solutions

Pigeonhole Principle Solutions Pigeonhole Principle Solutions 1. Show that if we take n + 1 numbers from the set {1, 2,..., 2n}, then some pair of numbers will have no factors in common. Solution: Note that consecutive numbers (such

More information

PROBABILITY SECOND EDITION

PROBABILITY SECOND EDITION PROBABILITY SECOND EDITION Table of Contents How to Use This Series........................................... v Foreword..................................................... vi Basics 1. Probability All

More information

Making Inferences Picture #1

Making Inferences Picture #1 Making Inferences Picture #1 Casey and Josie are standing in front of East Moore Middle School. Making Inferences Picture #2 Sue surprised her friend with a gift. Making Inferences Picture #3 Angela isn

More information

Question of the Day. Key Concepts. Vocabulary. Mathematical Ideas. QuestionofDay

Question of the Day. Key Concepts. Vocabulary. Mathematical Ideas. QuestionofDay QuestionofDay Question of the Day What is the probability that in a family with two children, both are boys? What is the probability that in a family with two children, both are boys, if we already know

More information

Chapter 13 & 14 - Probability PART

Chapter 13 & 14 - Probability PART Chapter 13 & 14 - Probability PART IV : PROBABILITY Dr. Joseph Brennan Math 148, BU Dr. Joseph Brennan (Math 148, BU) Chapter 13 & 14 - Probability 1 / 91 Why Should We Learn Probability Theory? Dr. Joseph

More information

Exam. Name. How many distinguishable permutations of letters are possible in the word? 1) CRITICS

Exam. Name. How many distinguishable permutations of letters are possible in the word? 1) CRITICS Exam Name How many distinguishable permutations of letters are possible in the word? 1) CRITICS 2) GIGGLE An order of award presentations has been devised for seven people: Jeff, Karen, Lyle, Maria, Norm,

More information

10-4-10 Year 9 mathematics: holiday revision. 2 How many nines are there in fifty-four?

10-4-10 Year 9 mathematics: holiday revision. 2 How many nines are there in fifty-four? DAY 1 Mental questions 1 Multiply seven by seven. 49 2 How many nines are there in fifty-four? 54 9 = 6 6 3 What number should you add to negative three to get the answer five? 8 4 Add two point five to

More information

Fraction Models Grade Three

Fraction Models Grade Three Ohio Standards Connection Number, Number Sense and Operations Benchmark C Represent commonly used fractions and mixed numbers using words and physical models. Indicator 5 Represent fractions and mixed

More information

Chapter 3. Distribution Problems. 3.1 The idea of a distribution. 3.1.1 The twenty-fold way

Chapter 3. Distribution Problems. 3.1 The idea of a distribution. 3.1.1 The twenty-fold way Chapter 3 Distribution Problems 3.1 The idea of a distribution Many of the problems we solved in Chapter 1 may be thought of as problems of distributing objects (such as pieces of fruit or ping-pong balls)

More information

calculating probabilities

calculating probabilities 4 calculating probabilities Taking Chances What s the probability he s remembered I m allergic to non-precious metals? Life is full of uncertainty. Sometimes it can be impossible to say what will happen

More information

PERMUTATIONS AND COMBINATIONS HOW TO AVOID THEM AT ALL COSTS AND STILL ACTUALLY UNDERSTAND AND DO COUNTING PROBLEMS WITH EASE!

PERMUTATIONS AND COMBINATIONS HOW TO AVOID THEM AT ALL COSTS AND STILL ACTUALLY UNDERSTAND AND DO COUNTING PROBLEMS WITH EASE! PERMUTATIONS AND COMBINATIONS HOW TO AVOID THEM AT ALL COSTS AND STILL ACTUALLY UNDERSTAND AND DO COUNTING PROBLEMS WITH EASE! A BRIEF FOUR-STEP PROGRAM James Tanton www.jamestanton.com COMMENT: If I were

More information

Methods Used for Counting

Methods Used for Counting COUNTING METHODS From our preliminary work in probability, we often found ourselves wondering how many different scenarios there were in a given situation. In the beginning of that chapter, we merely tried

More information

How To Understand And Solve A Linear Programming Problem

How To Understand And Solve A Linear Programming Problem At the end of the lesson, you should be able to: Chapter 2: Systems of Linear Equations and Matrices: 2.1: Solutions of Linear Systems by the Echelon Method Define linear systems, unique solution, inconsistent,

More information

VISUAL ALGEBRA FOR COLLEGE STUDENTS. Laurie J. Burton Western Oregon University

VISUAL ALGEBRA FOR COLLEGE STUDENTS. Laurie J. Burton Western Oregon University VISUAL ALGEBRA FOR COLLEGE STUDENTS Laurie J. Burton Western Oregon University VISUAL ALGEBRA FOR COLLEGE STUDENTS TABLE OF CONTENTS Welcome and Introduction 1 Chapter 1: INTEGERS AND INTEGER OPERATIONS

More information

PROBABILITY II BEGINNER CIRCLE 4/21/2013

PROBABILITY II BEGINNER CIRCLE 4/21/2013 PROBABILITY II BEGINNER CIRCLE 4/21/2013 1. WARM-UP: GOING SHOPPING The math circle instructors go to the store to shop. The set of all items in the store will be called S, and there is a function that

More information

Solutions to Homework 6 Statistics 302 Professor Larget

Solutions to Homework 6 Statistics 302 Professor Larget s to Homework 6 Statistics 302 Professor Larget Textbook Exercises 5.29 (Graded for Completeness) What Proportion Have College Degrees? According to the US Census Bureau, about 27.5% of US adults over

More information

Math 408, Actuarial Statistics I, Spring 2008. Solutions to combinatorial problems

Math 408, Actuarial Statistics I, Spring 2008. Solutions to combinatorial problems , Spring 2008 Word counting problems 1. Find the number of possible character passwords under the following restrictions: Note there are 26 letters in the alphabet. a All characters must be lower case

More information

Mathematics (Project Maths Phase 1)

Mathematics (Project Maths Phase 1) 2011. S133S Coimisiún na Scrúduithe Stáit State Examinations Commission Junior Certificate Examination Sample Paper Mathematics (Project Maths Phase 1) Paper 2 Ordinary Level Time: 2 hours 300 marks Running

More information

Mathematics for Computer Science/Software Engineering. Notes for the course MSM1F3 Dr. R. A. Wilson

Mathematics for Computer Science/Software Engineering. Notes for the course MSM1F3 Dr. R. A. Wilson Mathematics for Computer Science/Software Engineering Notes for the course MSM1F3 Dr. R. A. Wilson October 1996 Chapter 1 Logic Lecture no. 1. We introduce the concept of a proposition, which is a statement

More information

Mathematics Higher Level

Mathematics Higher Level Mathematics Higher Level for the IB Diploma Exam Preparation Guide Paul Fannon, Vesna Kadelburg, Ben Woolley, Stephen Ward INTRODUCTION ABOUT THIS BOOK If you are using this book, you re probably getting

More information

STATISTICS 230 COURSE NOTES. Chris Springer, revised by Jerry Lawless and Don McLeish

STATISTICS 230 COURSE NOTES. Chris Springer, revised by Jerry Lawless and Don McLeish STATISTICS 230 COURSE NOTES Chris Springer, revised by Jerry Lawless and Don McLeish JANUARY 2006 Contents 1. Introduction to Probability 1 2. Mathematical Probability Models 5 2.1 SampleSpacesandProbability...

More information

Probabilistic Strategies: Solutions

Probabilistic Strategies: Solutions Probability Victor Xu Probabilistic Strategies: Solutions Western PA ARML Practice April 3, 2016 1 Problems 1. You roll two 6-sided dice. What s the probability of rolling at least one 6? There is a 1

More information

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question.

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Practice Test Chapter 9 Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Find the odds. ) Two dice are rolled. What are the odds against a sum

More information