Probability and Random Processes ECS 315 Dr. Prapun Suksompong [email protected] Lecture 1 Office Hours: BKD 3601-7 Tuesday 14:00-16:00 Friday 14:00-16:00 ETU 2 Thursday 16:15-17:00 Course Organization Course Web Site: http://www.siit.tu.ac.th/prapun/ecs315/ Lectures: Wednesday 10:40-12:00 BKD 3511 Friday 10:40-12:00 BKD 3511 Textbook: Probability and stochastic processes : a friendly introduction for electrical and computer engineers By Roy D.Yates and David J. Goodman 2nd Edition, . ISBN 978-0-471-27214-4 Call No. QA273 Y384 2005 Student Companion Site: 3 http://bcs.wiley.com/he-bcs/Books?action=index&itemId=0471272140&bcsId=1991 Course Web Site Please check the course website regularly. Announcements References Handouts/Slides Calendar Exams HW due dates www.siit.tu.ac.th/prapun/ecs315/ 4 Announcement Subscribe to the mailing list [email protected] If you are not supposed to be in the ec3 list, email me personally so that I can include your email when I sent out classwide announcement. Reading Assignment: Probability Puzzles [Gardner, 1986] Only 9 small pages. Available on the SIIT Lecture Note System 5 “Les questions les plus importantes de la vie ne sont en effet, pour la plupart, que des problèmes de probabilité.” “The most important questions of life are, for the most part, really only problems of probability.” Pierre Simon Laplace (1749 - 1827) 6 “On voit, par cet Essai, que la théorie des probabilités n'est, au fond, que le bon sens réduit au calcul; elle fait apprécier avec exactitude ce que les esprits justes sentent par une sorte d'instinct, sans qu'ils puissent souvent s'en rendre compte.” “One sees, from this Essay, that the theory of probabilities is basically just common sense reduced to calculus; it enables us to appreciate with exactness that which accurate minds feel with a sort of instinct, often without being able to account for it.” Pierre Simon Laplace (1749 - 1827) 7 Me? PhD from Cornell University In Electrical and Computer Engineering Minor: Mathematics (Probability Theory) More about this later in the course Ph.D. Research: Neuro-Information Theory Modeling and analyzing neurons in human brain from communication engineering perspective. Current Research: Wireless Communication Mobile, WiFi Best Teaching Award, 2009, SIIT 8 Video Attendance Check Say your name into the camera Make sure that your voice is loud enough 11 Levels of Study in Probability Theory Probability theory is the branch of mathematics devoted to analyzing problems of chance. 12 Art of Guessing 1. High School: classical 2. Undergraduate: calculus 3. Graduate: measure-theoretic We are here! The Seven Card Hustle Take five red cards and two black cards from a pack. Ask your friend to shuffle them and then, without looking at the faces, lay them out in a row. Bet that them can’t turn over three red cards. Explain how the bet is in their favor. The first draw is 5 to 2 (five red cards and two black cards) in their favor. The second draw is 4 to 2 (or 2 to 1 if you like) because there will be four red cards and two black cards left. The last draw is still in your favor by 3 to 2 (three reds and two blacks). The game seems heavily in their favor, but YOU, is willing to offer 13 them even money that they can’t do it! The Seven Card Hustle: Sol 5 43 2 7 6 5 7 5 3 2 5! 3! 4! 5 4 3 1 765 7 7 3! 2! 7! 3 14 Monty Hall Problem (MHP): Origin Problem, paradox, illusion Loosely based on the American television game show Let’s Make a Deal. The name comes from the show’s original host, Monty Hall. One of the most interesting mathematical brain teasers of recent times. 15 Monty Hall Problem: Math Version Originally posed in a letter by Steve Selvin to the American Statistician in 1975. A well-known statement of the problem was published in Marilyn vos Savant’s “Ask Marilyn” column in Parade magazine in 1990: “Suppose you're on a game show, and 16 you're given the choice of three doors: Behind one door is a car; behind the others, goats.You pick a door, say No. 1, and the host, who knows what's behind the doors, opens another door, say No. 3, which has a goat. He then says to you, "Do you want to pick door No. 2?" Is it to your advantage to switch your choice?” Marilyn vos Savant Vos Savant was listed in each edition of the Guinness Book of World Records from 1986 to 1989 as having the “Highest IQ.” Since 1986 she has written “Ask Marilyn” Sunday column in Parade magazine Solve puzzles and answer questions from readers 17 [ http://www.marilynvossavant.com ] MHP: Step 0 There are three closed doors. They look identical. 18 MHP: Step 0 Behind one of the doors is the star prize - a car. The car is initially equally likely to be behind each door. Behind each of the other two doors is just a goat. 19 MHP: Step 1 Obviously we want to win the car, but do not know which door conceals the car. We are asked to choose a door. That door remains closed for the time being. 20 “Pick one of these doors” MHP: Step 2 The host of the show (Monty Hall), who knows what is behind the doors, now opens a door different from our initial choice. He carefully picks the door that conceals a goat. 21 We stipulate that if Monty has a choice of doors to open, then he chooses randomly from among his options. MHP: Step 3 “Do you want to switch doors?” Monty now gives us the options of either 1. 2. sticking with our original choice or switching to the one other unopened door. After making our decision, we win whatever is behind our door. 22 Monty Hall Problem: Question Assuming that our goal is to maximize our chances of winning the car, what decision should we make? Will you do better by sticking with your first choice, or by switching to the other remaining door? Make no difference? 23 Let’s play! 24 Interactive Monty Hall 25 http://montyhallgame.shawnolson.net/ http://www.shodor.org/interactivate/activities/SimpleMontyHall/ http://www.math.uah.edu/stat/applets/MontyHallGame.xhtml http://scratch.mit.edu/projects/nadja/484178 http://www.math.ucsd.edu/~crypto/Monty/monty.html Interactive Monty Hall The New York Times’sVersion http://www.nytimes.com/2008/04/08/science/08monty.html 26 Back to the boring administrative stuff! 27 Calendar (Google) 28 Calendar M 14-Jun-10 21-Jun-10 28-Jun-10 5-Jul-10 12-Jul-10 19-Jul-10 26-Jul-10 2-Aug-10 9-Aug-10 16-Aug-10 23-Aug-10 30-Aug-10 6-Sep-10 13-Sep-10 20-Sep-10 27-Sep-10 4-Oct-10 11-Oct-10 29 Lecture T 15-Jun-10 22-Jun-10 29-Jun-10 6-Jul-10 13-Jul-10 20-Jul-10 27-Jul-10 3-Aug-10 10-Aug-10 17-Aug-10 24-Aug-10 31-Aug-10 7-Sep-10 14-Sep-10 21-Sep-10 28-Sep-10 5-Oct-10 12-Oct-10 W 16-Jun-10 23-Jun-10 30-Jun-10 7-Jul-10 14-Jul-10 21-Jul-10 28-Jul-10 4-Aug-10 11-Aug-10 18-Aug-10 25-Aug-10 1-Sep-10 8-Sep-10 15-Sep-10 22-Sep-10 29-Sep-10 6-Oct-10 13-Oct-10 R 17-Jun-10 24-Jun-10 1-Jul-10 8-Jul-10 15-Jul-10 22-Jul-10 29-Jul-10 5-Aug-10 12-Aug-10 19-Aug-10 26-Aug-10 2-Sep-10 9-Sep-10 16-Sep-10 23-Sep-10 30-Sep-10 7-Oct-10 14-Oct-10 F Week # 18-Jun-10 1 25-Jun-10 2 2-Jul-10 3 9-Jul-10 4 16-Jul-10 5 23-Jul-10 6 30-Jul-10 7 6-Aug-10 Midterm 13-Aug-10 8 20-Aug-10 9 27-Aug-10 10 3-Sep-10 11 10-Sep-10 12 17-Sep-10 13 24-Sep-10 14 1-Oct-10 15 8-Oct-10 Final 15-Oct-10 Final Exam Please Double-Check Exam Days! Grading System Coursework will be weighted as follows: Assignments Class Participation and Quizzes Midterm Examination 5% 15% 40% •09:00 - 12:00 on 6 Aug 2010 Final Examination (comprehensive) •09:00 - 12:00 on 13 Oct 2010 Mark your calendars now! Late HW submission will be rejected. All quizzes and exams will be closed book. 30 40% Class Participation NOT the same as class attendance! If you come only to receive, you will fall asleep. Do not simply sit quietly in the class. Need interaction between lecturer and students. Ask question when there is something that you don’t understand. Don’t be shy! It is very likely that your friends don’t understand it as well. If you already understand what I’m presenting, SHOW ME! Point out the errors/typos. I will raise many issues/questions in class. Try to comment on them. Don’t be shy! 31 Policy We will start the class on time and will finish on time. Raise your hand and tell me immediately if I go over the time limit. Does NOT mean that I will leave the room immediately after lecture. I will stay and answer questions. Mobile phones must be set into silent mode. We may have some pop quizzes (without prior warning or announcement) and in-class activities. Attendance and pop quizzes will be taken/given irregularly and randomly. Cheating will not be tolerated. 32 Policy (con’t) Feel free to stop me when I talk too fast or too slow. You may be called upon to complete exercises in front of the class at any time. Emphasis on EFFORT and METHODOLOGY, not right or wrong answers. I will surely make some mistakes in lectures / HWs / exams. Some amount of class participation scores will be reserved to reward the first student who inform me about each of these mistakes. 33 Warning This class is always considered difficult (and even scary). Keep up with the lectures. Make sure that you understand the concepts presented in the lecture before you go home. I will evaluate your understanding of the course regularly through In class problems/activities Quizzes Exams 34 ECS315: Difficulty Combinatorics (counting) Not the main focus of this class but unavoidable if you want to solve/consider interesting questions. Calculus Concept of probability Most students do not learn probability until two or three exposures to it. Large number of definitions, formulas and equations 35 Prerequisite Working knowledge of calculus and linear algebra Frequency domain analysis (Fourier transform) Some MATLAB skills for doing HWs and understanding in- class demo Soon, we will need to find 36 1 2 e x2 2 dx ? 1 x e 2 2 2 ? More Policy Get some help! Do not wait until the final exam time or after the grade is out. Right after lecture is always a good time to ask question. Office Hours (BKD-3601) Check class web site. Appointment can be made. Tutorial session can be arranged. Feel free to come to my office and chat! Don’t be shy. Points on quizzes/ exercises/ exams are generally based on your entire solution, not your final answer. You can get full credit even when you have the wrong final answer. You may get zero even when you write down a right answer without justification. 37 Course Outline 38 1. Introduction, Classical probability, Mathematical background 2. Counting Methods (Combinatorics) 3. Probability Foundation 4. Random variable (real-valued) 5. Real-valued functions of a random variable 6. Expectation, moment, variance, standard deviation, central moment 7. Transform method: Characteristic function 8. Random vectors 9. MIDTERM: 6 Aug 2010 TIME 09:00 - 12:00 10. Independence 11. Function of random variables/vectors 12. Real-valued jointly Gaussian random vectors 13. Summation of i.i.d. random variable and laws of large numbers 14. Central limit theorem 15. Random processes 16. Cross-correlation and Power spectral density 17. FINAL: 13 Oct 2010 TIME 09:00 - 12:00 Save the Trees! PowerPoint slides will be posted on web soon after class. Try to minimize the amount of printing! I don’t expect you to read the material that haven’t been presented. If you want, you could read the textbook. Anything that I have written on my tablet will be saved and posted on web soon after class as well. Sometimes, I write on the whiteboard because I want to walk around. It is also possible that something goes wrong with my tablet. In which case, someone should take a good note. No need to take lecture notes (if you don’t want to). Put all of your energy into understanding the material. Of course, there is always someone who will take good notes anyway and you can (potentially) borrow or make a copy of the notes from them. Have fun in class. 39 Concluding remarks Get as much legitimate help as you can Participate actively in class If you feel that the class is very easy, you might overlook something. If you feel that the class is very difficult, you are probably not the only one who feel that way. Don’t give up. Chat with me. It take me a long time to feel comfortable with the material; yet, I still make mistakes. Be very careful with my notation because some of them are different from the textbook. Every notation has some advantages and disadvantages. 40
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