MATH_2250_001_FALL_2023_PSET9

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University of Utah *

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2250

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Mathematics

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Jan 9, 2024

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University of Utah Fall 2023 MATH 2250-001 PSet 9 Specification Instructor: Alp Uzman Subject to Change; Last Updated: 2023-10-30 1 Background This problem set focuses on the fundamentals of spectral theory, namely eigenvalues and eigenvectors in linear algebra. You’ll also dive into diagonalization, a technique that, when applicable, simplifies the analysis of linear transformations. These con- cepts have far-reaching applications in virtually all STEM fields. Through a variety of examples, you’ll develop a deeper understanding of these mathematical tools and their relevance in solving real-world problems. 2 What to Do Solve the problems below. Though they may seem long, the additional text is meant to guide you. When documenting your solutions, be thorough. Your goal is not just to find the answer, but to create a clear, logical pathway to it that you or anyone else could follow in the future. 1. Find the eigenvalues and eigenvectors of each of the following 2 × 2 matrices: (a) 3 1 1 3 (b) 2 1 1 1 (c) 1 2 0 1 (d) 1 3 2 3 2 2. Consider the family of stochastic matrices A = p 1 q 1 p q Alp Uzman Page 1 of 4 uzman@math.utah.edu
University of Utah Fall 2023 parameterized by two numbers 0 < p < 1 and 0 < q < 1 . Compute all eigenvalues and eigenvectors of A . It’s likely that your final answers will depend on p and q ! 3. Consider the following four matrices: I : A = 5 3 2 0 II : A = 5 4 3 2 III : A = 5 1 9 1 IV : A = 11 9 16 13 For each of the above matrices, determine whether or not it is diagonalizable. If it is, find a diagonalizing matrix P and a diagonal matrix D such that P 1 AP = D. 4. Consider a predator-prey population consisting of the foxes and rabbits living in a certain forest. Initially, there are F 0 foxes and R 0 rabbits; after n months, there are F n foxes and R n rabbits. We assume that the transition from each month to the next is described by the equations F n +1 = 0 . 6 F n + 0 . 5 R n , R n +1 = rF n + 1 . 2 R n , where the parameter r > 0 is the “capture rate” representing the average number of rabbits consumed monthly by each fox. (a) If r = 0 . 16 , compute that in the long term the populations of foxes and rabbits stabilize, with 5 foxes for each 4 rabbits. (b) If r = 0 . 175 , compute that in the long term the populations of foxes and rabbits both die out. (c) If r = 0 . 135 , compute that in the long term the fox and rabbit populations both increase at the rate of 5% per month, maintaining a constant ratio of 10 foxes for each 9 rabbits. Alp Uzman Page 2 of 4 uzman@math.utah.edu
University of Utah Fall 2023 3 ChatGPT Regulations This section is in case you decide to use ChatGPT in this problem set. If you will not be using ChatGPT you may skip this section. 3.1 ChatGPT Versions You may use either the GPT3.5 (freely available with a ChatGPT account) or GPT4 (available with a ChatGPT Plus account). Turn off all Custom Instructions before you start a chat. If you don’t, it will be apparent in the archived version that you didn’t. 3.2 Chat Guidelines Your first message in any given chat must be the following guardrails paragraph; you may copy and paste it: Hello. I am working on a differential equations and linear algebra problem as part of a university class. My instructor has permitted the use of ChatGPT, but only under specific guidelines to encourage independent critical thinking. Please assist me by asking probing questions, encouraging reflection, and providing general insights about the concepts involved. Do not offer direct hints, strategies, solutions, or step-by-step guidance. I seek to understand the underlying principles and want to develop my own approach to the problem. Your role is to facilitate my learning process without directly leading me to the answer. Thank you! You may copy and paste parts of this specification document, as well as parts of the textbook or other sources. You may not ask ChatGPT to write for you the solution for any one of the problems in complete detail. 3.3 Archiving Chats Once you are done with a chat with ChatGPT, click the "Share chat" icon on the top righthand corner; see the documentation for details. In your chat don’t include any personal information, and keep your user name hidden when you are creating a link for anonymity. Next you will use Wayback Machine to take a "snapshot" of your chat, see the documentation for the "Save Page Now" feature. You do not need an Internet Archive account to do this, but having such an account (which is free) would provide you with further options. Alp Uzman Page 3 of 4 uzman@math.utah.edu
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University of Utah Fall 2023 You have to take a snapshot of each one of your relevant chats separately, and share the links to their archived versions in the form for this problem set. To see an example of the outcome, see the Acknowledgements section in the course syllabus. Note that the staff did use Custom Instructions in this case. 4 How to Submit Step 1 of 2: Submit the form at the following URL: https://forms.gle/KiFkL4ZkN26sRq4U8 . Your submission on Gradescope will receive a zero if you skip this step. Step 2 of 2: Submit your work on Gradescope at the following URL: https://www.gradescope.com/courses /565427/assignments/3044720 , see the Gradescope documentation for instructions. 5 When to Submit This problem set is due on November 6, 2023 at 11:59 PM. Alp Uzman Page 4 of 4 uzman@math.utah.edu