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CS 5291 Stochastic Processes for Networking Instructor: Shun-Ren Yang Office: EECS 3202 Email: sryang@cs.nthu.edu.tw Office Hour: Tuesday morning 10:00-12:00 sryang@cs.nthu.edu.tw
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Shun-Ren Yang, Stochastic Processes for Networking2 People Instructor: Shun-Ren Yang Office: EECS 3202 Tel: ext. 31212 Email: sryang@cs.nthu.edu.tw Office hours: Tuesday morning 10:00-12:00 Appointment via Email TA: 高健淇 Email: mickey@wmnet.cs.nthu.edu.tw mickey@wmnet.cs.nthu.edu.tw Office: 綜合二館 745 Phone: ext. 33542 Office hours: to be determined
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Shun-Ren Yang, Stochastic Processes for Networking3 Course Outline Preliminaries Random Variables and Stochastic Processes, Probability and Expectations, Probability Inequalities; Poisson Processes Introduction, Properties, Non-homogeneous Poisson Processes, Compound Poisson Processes, Poisson Arrival See Time Average (PASTA); Renewal Processes Introduction, Limit Theorems, Key Renewal Theorems, Renewal Reward Processes, Delayed Renewal Processes, Regenerative Processes;
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Shun-Ren Yang, Stochastic Processes for Networking4 Course Outline Discrete-Time Markov Chains Introduction, Classification of States, Markov Reward Processes, Time- Reversible Markov Chains, Semi-Markov Chains Continuous-Time Markov Chains Introduction, Birth and Death Processes, Kolmogorov Differential Equations, Limiting Probabilities, Time Reversibility, Phase-Type Distributions, Uniformization
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Shun-Ren Yang, Stochastic Processes for Networking5 Prerequisite Introduction to Probability Queueing Theory (would be better)
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Shun-Ren Yang, Stochastic Processes for Networking6 Text Books Ross, S.M., “Stochastic Processes”, John Wiley & Sons, Inc., 1996. Ross, S.M., “Introduction to Probability Models”, Academic Press.
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Shun-Ren Yang, Stochastic Processes for Networking7 Reference Books Kao, Edward P.C., “An Introduction to Stochastic Processes”, Wadsworth Publishing Company, 1997. Gallager, Robert G., “Discrete stochastic processes”, Kluwer Academic Publishers, 1996.
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Shun-Ren Yang, Stochastic Processes for Networking8 Grading Homework: 20% Midterm Exam 1: 25% Midterm Exam 2: 25% Final Exam: 20% Report: 10%
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Shun-Ren Yang, Stochastic Processes for Networking9 Schedule WEEK/DATETENTATIVE TOPICS 1 (2/22, 2/24)Ch1 2 (3/1, 3/3)Ch1 3 (3/8, 3/10)Ch1, Ch2 4 (3/15, 3/17)Ch2 5 (3/22, 3/24)Ch2 6 (3/31) Midterm 1 (3/31)(3/29 出國開會 ) 7 (4/7) Ch3 (4/5 校際活動週 ) 8 (4/12, 4/14) Ch3 9 (4/19, 4/21)Ch3 10 (4/26, 4/28)Ch3
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Shun-Ren Yang, Stochastic Processes for Networking10 Schedule WEEK/DATETENTATIVE TOPICS 11 (5/3, 5/5)Ch3 12 (5/10, 5/12)Midterm 2 (5/12), Ch3 13 (5/17, 5/19)Ch4 14 (5/24, 5/26)Ch4 15 (5/31, 6/2)Ch4 16 (6/7, 6/9)Ch4, Ch5 17 (6/14, 6/16)Ch5 18 (6/23)Final Exam (6/23)
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