What if the characteristic equation has complex roots?
|
|
- Megan Penelope Walker
- 5 years ago
- Views:
Transcription
1 MA 360 Lecture 18 - Summary of Recurrence Relations (cont. and Binomial Stuff Thursday, November 13, 01. Objectives: Examples of Recurrence relation solutions, Pascal s triangle. A quadratic equation What if the characteristic equation has complex roots? (1 ax + bx + c = 0 always has two solutions ( x = b ± b ac. a When b ac > 0, we get two real solutions. When b ac = 0, we get two real solutions that are equal (i.e., a double root. When b ac < 0, we get two complex solutions, and the square root is imaginary. The two complex solutions always take the form r = P ±Qi, and so the two basic solutions of the recurrence relation are (3 A n = (P + Qi n and A n = (P Qi n. The general solution would take the form ( A n = B(P + Qi n + C(P Qi n. This is fine, except that the i s complicate things a bit. It turns out that we can make everything real, but looking at it sideways. It turns out that (5 P + Qi = Rcos(θ + ir sin(θ, where R = P + Q, and θ is the angle P +Qi makes with the positive real axis in the complex plane. The most important thing is something called DeMoivre s Theorem, which says that when we raise a complex angle to a power n, the distance from the origin increases by a power of n, and the angle increases as a multiple of n. In other words, (6 (P + Qi n = R n cos(nθ + ir n sin(nθ. The other basic solution takes the similar form (7 (P Qi n = R n cos(nθ ir n sin(nθ. The only problem is that these are complex functions. The last trick is to note that adding and subtracting these two basic solutions will give us two new basic solutions that work just as well. So we have (8 (9 (P + Qi n + (P Qi n = R n cos(nθ (P + Qi n (P Qi n = ir n sin(nθ. Constant multiples don t really matter, so we can just drop the and i. This gives us the alternative set of basic solutions (10 A n = R n cos(nθ and A n = R n sin(nθ. The general solution in this case takes the form (11 A n = BR n cos(nθ + CR n sin(nθ. For example, consider the sequence (1 1,,, 0,, 8, 8, 0,16,... described by the relational formula (13 A n = A n 1 A n. 1
2 MA 360 Lecture 18 - Summary of Recurrence Relations (cont. and Binomial Stuff Find an explicit formula for A n. The corresponding recurrence relation is (1 A n A n 1 + A n = 0. The characteristic equation is (15 x x + = 0, which has (16 x = ( ± (1((1 = 1 ± i. If you plot this in the complex plane, you can see that the angle is θ = π, and R =. Our two basic solutions are (17 A n = ( ( nπ n cos and A n = ( ( nπ n sin. The general solution is (18 A n = B( ( nπ n cos + C( ( nπ n sin. To find B and C, we use the first two terms of our sequence A 0 = 1 and A 1 =. A 0 = B( ( 0π 0 cos + C( ( 0π (19 0 sin = B + 0 = 1 A 1 = B( ( 1π 1 cos + C( ( 1π (0 1 sin = B + C =. This gives us B = 1 and C = 1, and so our explicit formula is (1 A n = ( ( nπ n cos + ( n sin As a quick check, consider ( A 5 = ( ( 5π 5 cos + ( ( 5π 5 sin = ( + ( = 8. ( nπ. Quiz 18A 1. Consider the sequence (3 1, 3, 1, 3, 1, 3,... which satisfies the relational formula ( A n = A n. Find the two basic solutions, the general solution, and the explicit formula for this sequence.. Find the two basic solutions for the following recurrence relations. a. A n A n 1 8A n = 0. b. A n A n 1 + A n = 0. c. A n + 6A n 1 + 9A n = 0.
3 MA 360 Lecture 18 - Summary of Recurrence Relations (cont. and Binomial Stuff 3 Binomial Stuff OK. So we have this thing called Pascal s triangle, where every number in the chart is the sum of the two numbers just above it Do these patterns show up anywhere else? Yes. Lot s of places. Combinations. How many subsets of size m are there in a set of size n? To make the pattern complete, it s convenient to consider empty sets as possibilities. How many empty sets are there? Just one. From there, let s check that the number of subsets match up with Pascal s triangle. Empty set. How many subsets does the empty set have? Just one, the empty set. Set with one element. Let s take the set { a }. How many subsets does it have? There is one 0-element subset, { }, and one 1-element subset {a }. Set with two elements. How many subsets does { a, b } have? There s the one 0-element subset, { }, two 1-element subsets, {a }, {b }, and one -element subset, { a, b }. OK. These numbers agree with the top of Pascal s triangle. a (5 a, b ab a, b, c ab, ac, bc abc a, b, c, d ab, ac, bc, ad, bd, cd abc, abd, acd, bcd abcd We can see the pattern of Pascal s triangle by noticing that each list includes all the sets directly above, plus the ones above and to the left with the new element added. Quiz 18B 1. Look at Pascal s triangle. What is 9 C 3?. What is 7 C?
4 MA 360 Lecture 18 - Summary of Recurrence Relations (cont. and Binomial Stuff Binomial coefficients You may remember multiplying polynomials together in your high school math classes. For example, you might have done something like (6 (x + 1 = (x + 1(x + 1 = x + x + x + 1 = x + x + 1. The word FOIL might come to mind. I mostly just want to see a pattern, so consider the product (7 (x+1 3 = (x+1(x+1(x+1 = (x +x+1(x+1 = x 3 +x +x +x+x+1 = x 3 +3x +3x+1. Notice the coefficients in these two examples, 1--1 and Do those look familiar? It turns out that if you expand out products of the form (x +1 n, the coefficients match rows in Pascal s triangle. For example, (8 (x = x 7 + 7x 6 + 1x x + 35x 3 + 1x + 7x + 1. We ve got all the powers of x starting with x 7, and the coefficients come from Pascal s triangle. Quiz 18C Expand the following using Pascal s triangle. 3. (x (x Homework Consider the sequence that satisfies the recurrence relation (9 A n + A n 1 6A n = 0, and starts with the terms A 0 = 1 and A 1 = 1. a. List out the first five terms of the sequence. b. What is the characteristic equation? c. Give the two basic solutions, and the general solution. d. Find the particular solution for this sequence.. Consider the sequence that satisfies the recurrence relation (30 A n + A n 1 + A n = 0, and starts with the terms A 0 = 1 and A 1 = 1. a. List out the first five terms of the sequence. b. What is the characteristic equation? c. Give the two basic solutions, and the general solution. d. Find the particular solution for this sequence. 3. Consider the sequence that satisfies the recurrence relation (31 A n 3A n 1 + A n = 0, and starts with the terms A 0 = 1 and A 1 = 1. a. List out the first five terms of the sequence.
5 MA 360 Lecture 18 - Summary of Recurrence Relations (cont. and Binomial Stuff 5 b. What is the characteristic equation? c. Give the two basic solutions, and the general solution. d. Find the particular solution for this sequence.. Consider the sequence that satisfies the recurrence relation (3 A n + 3A n 1 A n 1A n 3 = 0, and starts with the terms A 0 = 1, A 1 = 1, and A = 1. a. Multiply out (x (x + 3. b. List out the first five terms. c. What is the characteristic equation? (Note: You ll end up with a cubic equation. c. Give the three basic solutions, and the general solution. d. Don t worry about the particular solution. 5. Reconstruct Pascal s triangle out to the row starting Expand (x Expand (x + a Expand (x Expand (x 5. Answers on next page.
6 MA 360 Lecture 18 - Summary of Recurrence Relations (cont. and Binomial Stuff 6 1 x + x 6 = 0. Basic: A n = n and A n = ( 3 n. Particular: A n = 5 n ( 3n. x + x + = 0. Basic: A n = ( n and A n = n( n. Particular: A n = ( n 3 n( n. 3 x 3x + 1 = 0. x = 3 ± i. Polar: R = 1 and θ = π 6. Basic: A n = cos( nπ 6 and A n = sin( nπ 6. Particular: A n = cos( nπ 6 + ( 3sin( nπ 6. x 3 + 3x x 1 = (x + (x (x + 3 = 0. Basic: A n = ( n, A n = n, and A n = ( 3 n. General: A n = B( n + C n + D( 3 n. 6 (x = x 9 + 9x x 7 + 8x x x + 8x x + 9x (x + a 5 = x 5 + 5x a + 10x 3 a + 10x a 3 + 5xa + a 5. 8 (x + 5 = x x + 0x x + 80x (x 5 = x 5 10x + 0x 3 80x + 80x 3.
What if the characteristic equation has a double root?
MA 360 Lecture 17 - Summary of Recurrence Relations Friday, November 30, 018. Objectives: Prove basic facts about basic recurrence relations. Last time, we looked at the relational formula for a sequence
More informationPartial Fractions. June 27, In this section, we will learn to integrate another class of functions: the rational functions.
Partial Fractions June 7, 04 In this section, we will learn to integrate another class of functions: the rational functions. Definition. A rational function is a fraction of two polynomials. For example,
More informationPOLYNOMIAL EXPRESSIONS PART 1
POLYNOMIAL EXPRESSIONS PART 1 A polynomial is an expression that is a sum of one or more terms. Each term consists of one or more variables multiplied by a coefficient. Coefficients can be negative, so
More informationTo factor an expression means to write it as a product of factors instead of a sum of terms. The expression 3x
Factoring trinomials In general, we are factoring ax + bx + c where a, b, and c are real numbers. To factor an expression means to write it as a product of factors instead of a sum of terms. The expression
More informationMath Lecture 18 Notes
Math 1010 - Lecture 18 Notes Dylan Zwick Fall 2009 In our last lecture we talked about how we can add, subtract, and multiply polynomials, and we figured out that, basically, if you can add, subtract,
More informationA-2. Polynomials and Factoring. Section A-2 1
A- Polynomials and Factoring Section A- 1 What you ll learn about Adding, Subtracting, and Multiplying Polynomials Special Products Factoring Polynomials Using Special Products Factoring Trinomials Factoring
More informationLESSON 7.2 FACTORING POLYNOMIALS II
LESSON 7.2 FACTORING POLYNOMIALS II LESSON 7.2 FACTORING POLYNOMIALS II 305 OVERVIEW Here s what you ll learn in this lesson: Trinomials I a. Factoring trinomials of the form x 2 + bx + c; x 2 + bxy +
More informationMath101, Sections 2 and 3, Spring 2008 Review Sheet for Exam #2:
Math101, Sections 2 and 3, Spring 2008 Review Sheet for Exam #2: 03 17 08 3 All about lines 3.1 The Rectangular Coordinate System Know how to plot points in the rectangular coordinate system. Know the
More informationCH 6 THE ORDER OF OPERATIONS
43 CH 6 THE ORDER OF OPERATIONS Introduction T here are a variety of operations we perform in math, including addition, multiplication, and squaring. When we re confronted with an expression that has a
More informationMath 3 Variable Manipulation Part 4 Polynomials B COMPLEX NUMBERS A Complex Number is a combination of a Real Number and an Imaginary Number:
Math 3 Variable Manipulation Part 4 Polynomials B COMPLEX NUMBERS A Complex Number is a combination of a Real Number and an Imaginary Number: 1 Examples: 1 + i 39 + 3i 0.8.i + πi + i/ A Complex Number
More information5.3. Polynomials and Polynomial Functions
5.3 Polynomials and Polynomial Functions Polynomial Vocabulary Term a number or a product of a number and variables raised to powers Coefficient numerical factor of a term Constant term which is only a
More informationChapter Six. Polynomials. Properties of Exponents Algebraic Expressions Addition, Subtraction, and Multiplication Factoring Solving by Factoring
Chapter Six Polynomials Properties of Exponents Algebraic Expressions Addition, Subtraction, and Multiplication Factoring Solving by Factoring Properties of Exponents The properties below form the basis
More informationPolynomial and Synthetic Division
Polynomial and Synthetic Division Polynomial Division Polynomial Division is very similar to long division. Example: 3x 3 5x 3x 10x 1 3 Polynomial Division 3x 1 x 3x 3 3 x 5x 3x x 6x 4 10x 10x 7 3 x 1
More informationPolynomials and Polynomial Equations
Polynomials and Polynomial Equations A Polynomial is any expression that has constants, variables and exponents, and can be combined using addition, subtraction, multiplication and division, but: no division
More informationCH 54 PREPARING FOR THE QUADRATIC FORMULA
1 CH 54 PREPARING FOR THE QUADRATIC FORMULA Introduction W e re pretty good by now at solving equations like (3x 4) + 8 10(x + 1), and we ve had a whole boatload of word problems which can be solved by
More informationA polynomial expression is the addition or subtraction of many algebraic terms with positive integer powers.
LEAVING CERT Honours Maths notes on Algebra. A polynomial expression is the addition or subtraction of many algebraic terms with positive integer powers. The degree is the highest power of x. 3x 2 + 2x
More informationSome Review Problems for Exam 2: Solutions
Math 5366 Fall 017 Some Review Problems for Exam : Solutions 1 Find the coefficient of x 15 in each of the following: 1 (a) (1 x) 6 Solution: 1 (1 x) = ( ) k + 5 x k 6 k ( ) ( ) 0 0 so the coefficient
More informationExpansion of Terms. f (x) = x 2 6x + 9 = (x 3) 2 = 0. x 3 = 0
Expansion of Terms So, let s say we have a factorized equation. Wait, what s a factorized equation? A factorized equation is an equation which has been simplified into brackets (or otherwise) to make analyzing
More informationEby, MATH 0310 Spring 2017 Page 53. Parentheses are IMPORTANT!! Exponents only change what they! So if a is not inside parentheses, then it
Eby, MATH 010 Spring 017 Page 5 5.1 Eponents Parentheses are IMPORTANT!! Eponents only change what they! So if a is not inside parentheses, then it get raised to the power! Eample 1 4 b) 4 c) 4 ( ) d)
More informationLecture 27. Quadratic Formula
Lecture 7 Quadratic Formula Goal: to solve any quadratic equation Quadratic formula 3 Plan Completing the square 5 Completing the square 6 Proving quadratic formula 7 Proving quadratic formula 8 Proving
More informationQ 2.0.2: If it s 5:30pm now, what time will it be in 4753 hours? Q 2.0.3: Today is Wednesday. What day of the week will it be in one year from today?
2 Mod math Modular arithmetic is the math you do when you talk about time on a clock. For example, if it s 9 o clock right now, then it ll be 1 o clock in 4 hours. Clearly, 9 + 4 1 in general. But on a
More informationAlgebra & Trig Review
Algebra & Trig Review 1 Algebra & Trig Review This review was originally written for my Calculus I class, but it should be accessible to anyone needing a review in some basic algebra and trig topics. The
More informationComplex Numbers. April 10, 2015
Complex Numbers April 10, 2015 In preparation for the topic of systems of differential equations, we need to first discuss a particularly unusual topic in mathematics: complex numbers. The starting point
More informationOverview of Complex Numbers
Overview of Complex Numbers Definition 1 The complex number z is defined as: z = a+bi, where a, b are real numbers and i = 1. General notes about z = a + bi Engineers typically use j instead of i. Examples
More informationACCESS TO SCIENCE, ENGINEERING AND AGRICULTURE: MATHEMATICS 1 MATH00030 SEMESTER /2018
ACCESS TO SCIENCE, ENGINEERING AND AGRICULTURE: MATHEMATICS 1 MATH00030 SEMESTER 1 2017/2018 DR. ANTHONY BROWN 1. Arithmetic and Algebra 1.1. Arithmetic of Numbers. While we have calculators and computers
More informationCH 61 USING THE GCF IN EQUATIONS AND FORMULAS
CH 61 USING THE GCF IN EQUATIONS AND FORMULAS Introduction A while back we studied the Quadratic Formula and used it to solve quadratic equations such as x 5x + 6 = 0; we were also able to solve rectangle
More informationACCESS TO SCIENCE, ENGINEERING AND AGRICULTURE: MATHEMATICS 2 MATH00040 SEMESTER /2018
ACCESS TO SCIENCE, ENGINEERING AND AGRICULTURE: MATHEMATICS 2 MATH00040 SEMESTER 2 2017/2018 DR. ANTHONY BROWN 2. Complex Numbers 2.1. Introduction to Complex Numbers. The first thing that it is important
More informationMath Lecture 3 Notes
Math 1010 - Lecture 3 Notes Dylan Zwick Fall 2009 1 Operations with Real Numbers In our last lecture we covered some basic operations with real numbers like addition, subtraction and multiplication. This
More informationMA 3280 Lecture 05 - Generalized Echelon Form and Free Variables. Friday, January 31, 2014.
MA 3280 Lecture 05 - Generalized Echelon Form and Free Variables Friday, January 31, 2014. Objectives: Generalize echelon form, and introduce free variables. Material from Section 3.5 starting on page
More informationLESSON 9.1 ROOTS AND RADICALS
LESSON 9.1 ROOTS AND RADICALS LESSON 9.1 ROOTS AND RADICALS 67 OVERVIEW Here s what you ll learn in this lesson: Square Roots and Cube Roots a. Definition of square root and cube root b. Radicand, radical
More informationMath 3361-Modern Algebra Lecture 08 9/26/ Cardinality
Math 336-Modern Algebra Lecture 08 9/26/4. Cardinality I started talking about cardinality last time, and you did some stuff with it in the Homework, so let s continue. I said that two sets have the same
More informationLesson 21 Not So Dramatic Quadratics
STUDENT MANUAL ALGEBRA II / LESSON 21 Lesson 21 Not So Dramatic Quadratics Quadratic equations are probably one of the most popular types of equations that you ll see in algebra. A quadratic equation has
More informationTopic 7: Polynomials. Introduction to Polynomials. Table of Contents. Vocab. Degree of a Polynomial. Vocab. A. 11x 7 + 3x 3
Topic 7: Polynomials Table of Contents 1. Introduction to Polynomials. Adding & Subtracting Polynomials 3. Multiplying Polynomials 4. Special Products of Binomials 5. Factoring Polynomials 6. Factoring
More informationLecture 12: Feb 16, 2017
CS 6170 Computational Topology: Topological Data Analysis Spring 2017 Lecture 12: Feb 16, 2017 Lecturer: Prof Bei Wang University of Utah School of Computing Scribe: Waiming Tai This
More informationSections 7.1, 7.2: Sums, differences, products of polynomials CHAPTER 7: POLYNOMIALS
Sections 7.1, 7.2: Sums, differences, products of polynomials CHAPTER 7: POLYNOMIALS Quiz results Average 73%: high h score 100% Problems: Keeping track of negative signs x = + = + Function notation f(x)
More informationFirst Derivative Test
MA 2231 Lecture 22 - Concavity and Relative Extrema Wednesday, November 1, 2017 Objectives: Introduce the Second Derivative Test and its limitations. First Derivative Test When looking for relative extrema
More informationWe will work with two important rules for radicals. We will write them for square roots but they work for any root (cube root, fourth root, etc.).
College algebra We will review simplifying radicals, exponents and their rules, multiplying polynomials, factoring polynomials, greatest common denominators, and solving rational equations. Pre-requisite
More informationMATH 115, SUMMER 2012 LECTURE 12
MATH 115, SUMMER 2012 LECTURE 12 JAMES MCIVOR - last time - we used hensel s lemma to go from roots of polynomial equations mod p to roots mod p 2, mod p 3, etc. - from there we can use CRT to construct
More informationMath 5a Reading Assignments for Sections
Math 5a Reading Assignments for Sections 4.1 4.5 Due Dates for Reading Assignments Note: There will be a very short online reading quiz (WebWork) on each reading assignment due one hour before class on
More informationINTEGRATING RADICALS
INTEGRATING RADICALS MATH 53, SECTION 55 (VIPUL NAIK) Corresponding material in the book: Section 8.4. What students should already know: The definitions of inverse trigonometric functions. The differentiation
More informationPolynomial and Rational Functions. Copyright Cengage Learning. All rights reserved.
2 Polynomial and Rational Functions Copyright Cengage Learning. All rights reserved. 2.4 Complex Numbers Copyright Cengage Learning. All rights reserved. What You Should Learn Use the imaginary unit i
More informationSTEP Support Programme. Hints and Partial Solutions for Assignment 17
STEP Support Programme Hints and Partial Solutions for Assignment 7 Warm-up You need to be quite careful with these proofs to ensure that you are not assuming something that should not be assumed. For
More informationInt Math 3 Midterm Review Handout (Modules 5-7)
Int Math 3 Midterm Review Handout (Modules 5-7) 1 Graph f(x) = x and g(x) = 1 x 4. Then describe the transformation from the graph of f(x) = x to the graph 2 of g(x) = 1 2 x 4. The transformations are
More informationUnit 2-1: Factoring and Solving Quadratics. 0. I can add, subtract and multiply polynomial expressions
CP Algebra Unit -1: Factoring and Solving Quadratics NOTE PACKET Name: Period Learning Targets: 0. I can add, subtract and multiply polynomial expressions 1. I can factor using GCF.. I can factor by grouping.
More informationUpdated: January 16, 2016 Calculus II 7.4. Math 230. Calculus II. Brian Veitch Fall 2015 Northern Illinois University
Math 30 Calculus II Brian Veitch Fall 015 Northern Illinois University Integration of Rational Functions by Partial Fractions From algebra, we learned how to find common denominators so we can do something
More informationChapter 8B - Trigonometric Functions (the first part)
Fry Texas A&M University! Spring 2016! Math 150 Notes! Section 8B-I! Page 79 Chapter 8B - Trigonometric Functions (the first part) Recall from geometry that if 2 corresponding triangles have 2 angles of
More informationCHAPTER 1 POLYNOMIALS
1 CHAPTER 1 POLYNOMIALS 1.1 Removing Nested Symbols of Grouping Simplify. 1. 4x + 3( x ) + 4( x + 1). ( ) 3x + 4 5 x 3 + x 3. 3 5( y 4) + 6 y ( y + 3) 4. 3 n ( n + 5) 4 ( n + 8) 5. ( x + 5) x + 3( x 6)
More informationA quadratic expression is a mathematical expression that can be written in the form 2
118 CHAPTER Algebra.6 FACTORING AND THE QUADRATIC EQUATION Textbook Reference Section 5. CLAST OBJECTIVES Factor a quadratic expression Find the roots of a quadratic equation A quadratic expression is
More informationMATH 310, REVIEW SHEET 2
MATH 310, REVIEW SHEET 2 These notes are a very short summary of the key topics in the book (and follow the book pretty closely). You should be familiar with everything on here, but it s not comprehensive,
More informationIntroduction Assignment
PRE-CALCULUS 11 Introduction Assignment Welcome to PREC 11! This assignment will help you review some topics from a previous math course and introduce you to some of the topics that you ll be studying
More informationSometimes the domains X and Z will be the same, so this might be written:
II. MULTIVARIATE CALCULUS The first lecture covered functions where a single input goes in, and a single output comes out. Most economic applications aren t so simple. In most cases, a number of variables
More informationNumber Systems III MA1S1. Tristan McLoughlin. December 4, 2013
Number Systems III MA1S1 Tristan McLoughlin December 4, 2013 http://en.wikipedia.org/wiki/binary numeral system http://accu.org/index.php/articles/1558 http://www.binaryconvert.com http://en.wikipedia.org/wiki/ascii
More informationHonours Advanced Algebra Unit 2: Polynomial Functions What s Your Identity? Learning Task (Task 8) Date: Period:
Honours Advanced Algebra Name: Unit : Polynomial Functions What s Your Identity? Learning Task (Task 8) Date: Period: Introduction Equivalent algebraic epressions, also called algebraic identities, give
More informationMath 2 Variable Manipulation Part 3 Polynomials A
Math 2 Variable Manipulation Part 3 Polynomials A 1 MATH 1 REVIEW: VOCABULARY Constant: A term that does not have a variable is called a constant. Example: the number 5 is a constant because it does not
More informationAdding and Subtracting Polynomials
Adding and Subtracting Polynomials Polynomial A monomial or sum of monomials. Binomials and Trinomial are also polynomials. Binomials are sum of two monomials Trinomials are sum of three monomials Degree
More informationCH 73 THE QUADRATIC FORMULA, PART II
1 CH THE QUADRATIC FORMULA, PART II INTRODUCTION W ay back in Chapter 55 we used the Quadratic Formula to solve quadratic equations like 6x + 1x + 0 0, whose solutions are 5 and 8. In fact, all of the
More informationLESSON 7.1 FACTORING POLYNOMIALS I
LESSON 7.1 FACTORING POLYNOMIALS I LESSON 7.1 FACTORING POLYNOMIALS I 293 OVERVIEW Here s what you ll learn in this lesson: Greatest Common Factor a. Finding the greatest common factor (GCF) of a set of
More informationCHAPTER 1. FUNCTIONS 7
CHAPTER 1. FUNCTIONS 7 1.3.2 Polynomials A polynomial is a function P with a general form P (x) a 0 + a 1 x + a 2 x 2 + + a n x n, (1.4) where the coe cients a i (i 0, 1,...,n) are numbers and n is a non-negative
More informationProblems for M 11/2: A =
Math 30 Lesieutre Problem set # November 0 Problems for M /: 4 Let B be the basis given by b b Find the B-matrix for the transformation T : R R given by x Ax where 3 4 A (This just means the matrix for
More informationMath 581 Problem Set 6 Solutions
Math 581 Problem Set 6 Solutions 1. Let F K be a finite field extension. Prove that if [K : F ] = 1, then K = F. Proof: Let v K be a basis of K over F. Let c be any element of K. There exists α c F so
More information19. Blocking & confounding
146 19. Blocking & confounding Importance of blocking to control nuisance factors - day of week, batch of raw material, etc. Complete Blocks. This is the easy case. Suppose we run a 2 2 factorial experiment,
More informationMath 425, Homework #1 Solutions
Math 425, Homework #1 Solutions (1) (1.9) (a) Use complex algebra to show that for any four integers a, b, c, and d there are integers u and v so that (a 2 + b 2 )(c 2 + d 2 ) = u 2 + v 2 Proof. If we
More informationSolving Quadratic & Higher Degree Equations
Chapter 9 Solving Quadratic & Higher Degree Equations Sec 1. Zero Product Property Back in the third grade students were taught when they multiplied a number by zero, the product would be zero. In algebra,
More information3.2 Constructible Numbers
102 CHAPTER 3. SYMMETRIES 3.2 Constructible Numbers Armed with a straightedge, a compass and two points 0 and 1 marked on an otherwise blank number-plane, the game is to see which complex numbers you can
More informationMATH 31B: BONUS PROBLEMS
MATH 31B: BONUS PROBLEMS IAN COLEY LAST UPDATED: JUNE 8, 2017 7.1: 28, 38, 45. 1. Homework 1 7.2: 31, 33, 40. 7.3: 44, 52, 61, 71. Also, compute the derivative of x xx. 2. Homework 2 First, let me say
More informationCP Algebra 2. Unit 2-1 Factoring and Solving Quadratics
CP Algebra Unit -1 Factoring and Solving Quadratics Name: Period: 1 Unit -1 Factoring and Solving Quadratics Learning Targets: 1. I can factor using GCF.. I can factor by grouping. Factoring Quadratic
More informationCS173 Lecture B, November 3, 2015
CS173 Lecture B, November 3, 2015 Tandy Warnow November 3, 2015 CS 173, Lecture B November 3, 2015 Tandy Warnow Announcements Examlet 7 is a take-home exam, and is due November 10, 11:05 AM, in class.
More informationMath 138: Introduction to solving systems of equations with matrices. The Concept of Balance for Systems of Equations
Math 138: Introduction to solving systems of equations with matrices. Pedagogy focus: Concept of equation balance, integer arithmetic, quadratic equations. The Concept of Balance for Systems of Equations
More informationHow to use these notes
Chapter How to use these notes These notes were prepared for the University of Utah s Math 00 refresher course. They asssume that the user has had the Math 00 course Intermediate Algebra or its equivalent
More informationMath 101 Review of SOME Topics
Math 101 Review of SOME Topics Spring 007 Mehmet Haluk Şengün May 16, 007 1 BASICS 1.1 Fractions I know you all learned all this years ago, but I will still go over it... Take a fraction, say 7. You can
More information9.4 Radical Expressions
Section 9.4 Radical Expressions 95 9.4 Radical Expressions In the previous two sections, we learned how to multiply and divide square roots. Specifically, we are now armed with the following two properties.
More informationGeometry Problem Solving Drill 08: Congruent Triangles
Geometry Problem Solving Drill 08: Congruent Triangles Question No. 1 of 10 Question 1. The following triangles are congruent. What is the value of x? Question #01 (A) 13.33 (B) 10 (C) 31 (D) 18 You set
More informationModule 3 Study Guide. GCF Method: Notice that a polynomial like 2x 2 8 xy+9 y 2 can't be factored by this method.
Module 3 Study Guide The second module covers the following sections of the textbook: 5.4-5.8 and 6.1-6.5. Most people would consider this the hardest module of the semester. Really, it boils down to your
More informationSection 6.6 Evaluating Polynomial Functions
Name: Period: Section 6.6 Evaluating Polynomial Functions Objective(s): Use synthetic substitution to evaluate polynomials. Essential Question: Homework: Assignment 6.6. #1 5 in the homework packet. Notes:
More informationUsually, when we first formulate a problem in mathematics, we use the most familiar
Change of basis Usually, when we first formulate a problem in mathematics, we use the most familiar coordinates. In R, this means using the Cartesian coordinates x, y, and z. In vector terms, this is equivalent
More information( ) is called the dependent variable because its
page 1 of 16 CLASS NOTES: 3 8 thru 4 3 and 11 7 Functions, Exponents and Polynomials 3 8: Function Notation A function is a correspondence between two sets, the domain (x) and the range (y). An example
More informationIntermediate Algebra. Gregg Waterman Oregon Institute of Technology
Intermediate Algebra Gregg Waterman Oregon Institute of Technology c 2017 Gregg Waterman This work is licensed under the Creative Commons Attribution 4.0 International license. The essence of the license
More informationMathB65 Ch 4 IV, V, VI.notebook. October 31, 2017
Part 4: Polynomials I. Exponents & Their Properties II. Negative Exponents III. Scientific Notation IV. Polynomials V. Addition & Subtraction of Polynomials VI. Multiplication of Polynomials VII. Greatest
More informationLecture 2: Change of Basis
Math 108 Lecture 2: Change of asis Professor: Padraic artlett Week 2 UCS 2014 On Friday of last week, we asked the following question: given the matrix A, 1 0 is there a quick way to calculate large powers
More informationAn Invitation to Mathematics Prof. Sankaran Vishwanath Institute of Mathematical Science, Chennai. Unit - I Polynomials Lecture 1B Long Division
An Invitation to Mathematics Prof. Sankaran Vishwanath Institute of Mathematical Science, Chennai Unit - I Polynomials Lecture 1B Long Division (Refer Slide Time: 00:19) We have looked at three things
More informationCalculus with business applications, Lehigh U, Lecture 03 notes Summer
Calculus with business applications, Lehigh U, Lecture 03 notes Summer 01 1 Lines and quadratics 1. Polynomials, functions in which each term is a positive integer power of the independent variable include
More informationSolving Quadratic & Higher Degree Equations
Chapter 9 Solving Quadratic & Higher Degree Equations Sec 1. Zero Product Property Back in the third grade students were taught when they multiplied a number by zero, the product would be zero. In algebra,
More informationGenerating Function Notes , Fall 2005, Prof. Peter Shor
Counting Change Generating Function Notes 80, Fall 00, Prof Peter Shor In this lecture, I m going to talk about generating functions We ve already seen an example of generating functions Recall when we
More informationQuadratics - Quadratic Formula
9.4 Quadratics - Quadratic Formula Objective: Solve quadratic equations by using the quadratic formula. The general from of a quadratic is ax + bx + c = 0. We will now solve this formula for x by completing
More informationHomework 5: Sampling and Geometry
Homework 5: Sampling and Geometry Introduction to Computer Graphics and Imaging (Summer 2012), Stanford University Due Monday, August 6, 11:59pm You ll notice that this problem set is a few more pages
More informatione iωt dt and explained why δ(ω) = 0 for ω 0 but δ(0) =. A crucial property of the delta function, however, is that
Phys 53 Fourier Transforms In this handout, I will go through the derivations of some of the results I gave in class (Lecture 4, /). I won t reintroduce the concepts though, so if you haven t seen the
More informationMultiplication of Polynomials
Summary 391 Chapter 5 SUMMARY Section 5.1 A polynomial in x is defined by a finite sum of terms of the form ax n, where a is a real number and n is a whole number. a is the coefficient of the term. n is
More informationPartial Fractions. (Do you see how to work it out? Substitute u = ax+b, so du = adx.) For example, 1 dx = ln x 7 +C, x 7
Partial Fractions -4-209 Partial fractions is the opposite of adding fractions over a common denominator. It applies to integrals of the form P(x) dx, wherep(x) and Q(x) are polynomials. Q(x) The idea
More information4.5 Integration of Rational Functions by Partial Fractions
4.5 Integration of Rational Functions by Partial Fractions From algebra, we learned how to find common denominators so we can do something like this, 2 x + 1 + 3 x 3 = 2(x 3) (x + 1)(x 3) + 3(x + 1) (x
More informationMath 1320, Section 10 Quiz IV Solutions 20 Points
Math 1320, Section 10 Quiz IV Solutions 20 Points Please answer each question. To receive full credit you must show all work and give answers in simplest form. Cell phones and graphing calculators are
More informationAlgebra Exam. Solutions and Grading Guide
Algebra Exam Solutions and Grading Guide You should use this grading guide to carefully grade your own exam, trying to be as objective as possible about what score the TAs would give your responses. Full
More informationWhen you square a binomial, you can apply the FOIL method to find the product. You can also apply the following rules as a short cut.
Squaring a Binomial When you square a binomial, you can apply the FOIL method to find the product. You can also apply the following rules as a short cut. Solve. (x 3) 2 Step 1 Square the first term. Rules
More informationMath 3 Variable Manipulation Part 3 Polynomials A
Math 3 Variable Manipulation Part 3 Polynomials A 1 MATH 1 & 2 REVIEW: VOCABULARY Constant: A term that does not have a variable is called a constant. Example: the number 5 is a constant because it does
More informationCP Algebra 2. Unit 3B: Polynomials. Name: Period:
CP Algebra 2 Unit 3B: Polynomials Name: Period: Learning Targets 10. I can use the fundamental theorem of algebra to find the expected number of roots. Solving Polynomials 11. I can solve polynomials by
More informatione iωt dt and explained why δ(ω) = 0 for ω 0 but δ(0) =. A crucial property of the delta function, however, is that
Phys 531 Fourier Transforms In this handout, I will go through the derivations of some of the results I gave in class (Lecture 14, 1/11). I won t reintroduce the concepts though, so you ll want to refer
More informationDepartment of Mathematical Sciences Tutorial Problems for MATH103, Foundation Module II Autumn Semester 2004
Department of Mathematical Sciences Tutorial Problems for MATH103, Foundation Module II Autumn Semester 2004 Each week problems will be set from this list; you must study these problems before the following
More information5.2 Polynomial Operations
5.2 Polynomial Operations At times we ll need to perform operations with polynomials. At this level we ll just be adding, subtracting, or multiplying polynomials. Dividing polynomials will happen in future
More informationMath (P)Review Part I:
Lecture 1: Math (P)Review Part I: Linear Algebra Computer Graphics CMU 15-462/15-662, Fall 2017 Homework 0.0 (Due Monday!) Exercises will be a bit harder / more rigorous than what you will do for the rest
More informationMITOCW ocw-18_02-f07-lec02_220k
MITOCW ocw-18_02-f07-lec02_220k The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free.
More informationz = a + ib (4.1) i 2 = 1. (4.2) <(z) = a, (4.3) =(z) = b. (4.4)
Chapter 4 Complex Numbers 4.1 Definition of Complex Numbers A complex number is a number of the form where a and b are real numbers and i has the property that z a + ib (4.1) i 2 1. (4.2) a is called the
More information