Student Number Page 1 of 20 — add extra pages after page 20 — Page 1 of 20 Semester 1 Assessment, 2020 School of Mathematics and Statistics MAST10022 Linear Algebra: Advanced This exam consists of 20 pages (including this page) Authorised materials: • printed single-sided copy of the Exam or the Masked Exam made available earlier, or an offline electronic pdf reader, • 2 double-sided A4 sheets of notes (handwritten or printed), and • blank A4 paper. Instructions to Students • During exam writing time you may only interact with the device running the Zoom session with supervisor permission. The screen of any other device must be visible in Zoom from the start of the session. • If you have a printer, print out the exam single-sided and hand write your solutions into the answer spaces. • If you do not have a printer, or if your printer fails on the day of the exam, (a) download the exam paper to a second device (not running Zoom), disconnect it from the internet as soon as the paper is downloaded and read the paper on the second device; (b) write your answers on the Masked Exam PDF if you were able to print it single-sided before the exam day. If you do not have the Masked Exam PDF, write single-sided on blank sheets of paper. • If you are unable to answer the whole question in the answer space provided then you can append additional handwritten solutions to the end of your exam submission. If you do this you MUST make a note in the correct answer space or page for the question, warning the marker that you have appended additional remarks at the end. • Assemble all the exam pages (or template pages) in correct page number order and the correct way up, and add any extra pages with additional working at the end. • Scan your exam submission to a single PDF file with a mobile phone or a scanner. Scan from directly above to avoid any excessive keystone effect. Check that all pages are clearly readable and cropped to the A4 borders of the original page. Poorly scanned submissions may be impossible to mark. • Upload the PDF file via the Canvas Assignments menu and submit the PDF to the GradeScope tool by first selecting your PDF file and then clicking on Upload PDF. • Confirm with your Zoom supervisor that you have GradeScope confirmation of submission before leaving Zoom supervision. • You should attempt all questions. • Marks may be awarded for: using appropriate mathematical techniques, accuracy of the solution, showing full working, including results used, and correct use of mathematical notation. • There are 12 questions with marks as shown. The total number of marks available is 100. Supplied by download for enrolled students only— c University of Melbourne 2020 MAST10022 Linear Algebra: Advanced Semester 1, 2020 Page 2 of 20 — add extra pages after page 20 — Page 2 of 20 Question 1 (6 marks) Consider the following system of linear equations in the unknowns x, y, z ∈ R (with an unspecified parameter k ∈ R): x − y = k − 11 x+z =8 y + z = 13 (a) Find the values of k for which the system is (i) consistent; (ii) inconsistent. Page 2 of 20 pages MAST10022 Linear Algebra: Advanced Page 3 of 20 — add extra pages after page 20 — Page 3 of 20 (b) In case (i) find the general solution. Question 2 (7 marks) 1 2 −1 1 1 Let M = 1 2 −1 and N = 1 0 1 3 a 2 −1 1 1 2 −1 where a ∈ R. 0 1 3 0 0 0 (a) Use row operations to calculate det(M ). Page 3 of 20 pages Semester 1, 2020 MAST10022 Linear Algebra: Advanced Semester 1, 2020 Page 4 of 20 — add extra pages after page 20 — Page 4 of 20 (b) Write det(N ) in terms of det(M ) and a. Question 3 (10 marks) In each part of this question, determine whether or not W is a subspace of the vector space V . For each part, give a complete proof using the subspace theorem, or a specific counterexample to show that some subspace property fails. (a) V = R4 , W = {(a, b, c, d) ∈ R4 | 20ab = 21cd} Page 4 of 20 pages MAST10022 Linear Algebra: Advanced Page 5 of 20 — add extra pages after page 20 — Page 5 of 20 (b) V = M3,3 (C), W = {A ∈ M3,3 (C) | A2 = 3A} (c) V = P3 (R), W = {p ∈ P3 (R) | p(20) = p(19)} Page 5 of 20 pages Semester 1, 2020 MAST10022 Linear Algebra: Advanced Semester 1, 2020 Page 6 of 20 — add extra pages after page 20 — Page 6 of 20 Question 4 (7 marks) You are given that the following matrices are related by a sequence of elementary row operations: 1 0 −2 0 1 0 −2 2 0 1 3 0 −2 1 7 0 B= A= 0 0 0 1 1 2 4 11 0 0 0 0 1 1 1 6 Using this information (or otherwise), answer the following questions. (a) Show that the set 1 − 2x + x2 + x3 , x + 2x2 + x3 , −2 + 7x + 4x2 + x3 , 2 + 11x2 + 6x3 is not a linearly independent subset of P3 (R) by writing one of the elements as a linear combination of the others. (b) Is the set {(1, −2, 1, 1), (0, 1, 2, 1), (−2, 7, 4, 1), (2, 0, 11, 6)} a spanning set for R4 ? (Be sure to justify your answer.) Page 6 of 20 pages Page 7 of 20 — add extra pages after page 20 — Page 7 of 20 MAST10022 Linear Algebra: Advanced Semester 1, 2020 (c) Find a basis for the subspace of M2,2 (R) defined by 1 0 −2 1 1 2 1 1 W = Span , , , −2 2 7 0 4 11 1 6 What is the dimension of W ? Question 5 (6 marks) Consider the matrices H ∈ M3,6 (F2 ) and u, v ∈ M6,1 (F2 ) given by 1 0 0 0 1 1 H= 0 1 0 1 0 1 0 0 1 1 1 0 0 0 1 u= 1 1 1 where F2 = {0, 1} is the field with two elements. (a) Calculate Hu and Hv. Page 7 of 20 pages 1 0 1 v= 1 0 1 Page 8 of 20 — add extra pages after page 20 — Page 8 of 20 MAST10022 Linear Algebra: Advanced Semester 1, 2020 (b) Let C be the binary linear code that has H as its check matrix. For each of the following words, decide if the word is a codeword. If it is not a codeword, find the nearest codeword. (You should explain your answers.) (i) 001111 (ii) 101101 (c) How many codewords does the code C contain? Page 8 of 20 pages MAST10022 Linear Algebra: Advanced Semester 1, 2020 Page 9 of 20 — add extra pages after page 20 — Page 9 of 20 Question 6 (10 marks) Consider the function T : P2 (R) → P2 (R) given by T (p) = d2 p dp +x −p 2 dx dx Let B = {1, x, x2 } be the standard basis of P2 (R). (a) Prove that T is a linear transformation. Page 9 of 20 pages MAST10022 Linear Algebra: Advanced Page 10 of 20 — add extra pages after page 20 — Page 10 of 20 (b) Find the matrix [T ]B of T with respect to the basis B. (c) Find a basis for the image of T . (d) Find a basis for the kernel of T . Page 10 of 20 pages Semester 1, 2020 MAST10022 Linear Algebra: Advanced Semester 1, 2020 Page 11 of 20 — add extra pages after page 20 — Page 11 of 20 (e) Is T injective? Is T surjective? (Be sure to explain your answers.) Question 7 (9 marks) Let B = {b1 , b2 , b3 } be a basis for a real vector space V , and suppose that c1 = b1 , c2 = b1 − b2 , c3 = b1 − 3b2 + b3 (a) Show that C = {c1 , c2 , c3 } is a basis for V . Page 11 of 20 pages Page 12 of 20 — add extra pages after page 20 — Page 12 of 20 MAST10022 Linear Algebra: Advanced Semester 1, 2020 (b) Find the transition matrix PB,C (that converts coordinates with respect to C to coordinates with respect to B). (c) Find the transition matrix PC,B (that converts coordinates with respect to B to coordinates with respect to C). (d) Find the coordinate matrix of v = 2b1 + 3b2 − b3 with respect to C. Page 12 of 20 pages MAST10022 Linear Algebra: Advanced Semester 1, 2020 Page 13 of 20 — add extra pages after page 20 — Page 13 of 20 Question 8 (7 marks) Let T : P1 (R) → P1 (R) be the linear transformation given by T (a + bx) = a + b + (2a + b)x Consider the following two bases of P1 (R) S = {1, x} and B = {1 + 2x, 3 + 4x} (a) Find the matrix [T ]S . (b) Is T invertible? (You should explain your reasoning.) (c) Find the matrix [T ]B . Page 13 of 20 pages MAST10022 Linear Algebra: Advanced Semester 1, 2020 Page 14 of 20 — add extra pages after page 20 — Page 14 of 20 Question 9 (10 marks) Consider P1 (R) with the inner product given by hp, qi = p(1)q(1) + 2p(2)q(2) (a) Prove that the formula for hp(x), q(x)i defines an inner product on P1 (R). Page 14 of 20 pages MAST10022 Linear Algebra: Advanced Page 15 of 20 — add extra pages after page 20 — Page 15 of 20 (b) Calculate the length of x with respect to the inner product. (c) Let W ⊆ P1 (R) be the subspace spanned by x. Find the element of W that is closest to x + 1. Page 15 of 20 pages Semester 1, 2020 Page 16 of 20 — add extra pages after page 20 — Page 16 of 20 MAST10022 Linear Algebra: Advanced Question 10 1 Let A = 1 1 Semester 1, 2020 (10 marks) 1 1 1 1 ∈ M3,3 (R). 1 1 (a) Explain how we can tell, without the need for any calculation, that A is diagonalisable over R. (b) Find the characteristic polynomial of A. (Note: In this and the next part, you may use that (1, 1, 1) is an eigenvector of A.) Page 16 of 20 pages Page 17 of 20 — add extra pages after page 20 — Page 17 of 20 MAST10022 Linear Algebra: Advanced Semester 1, 2020 (c) Find a basis B for R3 such that B is orthonormal (with respect to the dot product on R3 ) and all elements of B are eigenvectors of A. Page 17 of 20 pages MAST10022 Linear Algebra: Advanced Semester 1, 2020 Page 18 of 20 — add extra pages after page 20 — Page 18 of 20 Question 11 (8 marks) Let A ∈ Mn,n (F) where F is a field. (a) Prove that if λ ∈ F is an eigenvalue of A, then λ2 is an eigenvalue of A2 . (b) Is it always true that every eigenvector of A2 is also an eigenvector of A? Justify your answer by either giving a general proof, or by giving an example of a matrix A where this does not hold. Page 18 of 20 pages MAST10022 Linear Algebra: Advanced Semester 1, 2020 Page 19 of 20 — add extra pages after page 20 — Page 19 of 20 Question 12 (10 marks) Let U , V be vector spaces and S : U → V a linear transformation. Suppose that V is finite dimensional and that S is injective. (a) Show that U is finite dimensional. Page 19 of 20 pages Page 20 of 20 — add extra pages after page 20 — Page 20 of 20 MAST10022 Linear Algebra: Advanced Semester 1, 2020 (b) Suppose further that T : V → W is a surjective linear transformation and that im(S) = ker(T ). Show that dim(V ) = dim(U ) + dim(W ) End of Exam—Total Available Marks = 100 Page 20 of 20 pages