Teaching Assistant: Michael Hall
TA Office Hours: Thursdays/Friday: 2:00PM-3:00PM
All question about the homeworks and mid-term exams 1 and 2 grading should be directed to TA.
Course Description (Revised):
Formerly CS 557M.
Comparing systems using measurement, simulation, and queueing models. Common mistakes and how to avoid them, selection of techniques and metrics, art of data presentation, summarizing measured data, comparing systems using sample data, introduction to experimental design, fractional factorial designs, introduction to simulation, common mistakes in simulations, analysis of simulation results, random number generation, random variate generation, commonly used distributions, introduction to queueing theory, single queues, and queueing networks. The techniques of the course can be used to analyze and compare any type of systems including algorithms, protocols, network, or database systems.
Students do a project involving application of these techniques to a problem of their interest.
Prerequisites: CSE 131 or CSE 126 or their respective equivalents. CSE 280 is not required. If you have any questions about the prerequisites, please feel free to see the instructor or discuss in the first session. Some knowledge of probability theory is helpful.
Credits:3 Units.
Time:Monday-Wednesday 1:00PM-2:30PM, Lopata 101
Text Book: Raj Jain, "The Art of Computer Systems Performance Analysis: Techniques for Experimental Design, Measurement, Simulation, and Modeling," Wiley-Interscience, New York, NY, April 1991, ISBN:0471503363
Please download the errata for the book.
Audio/Video recordings of the previous offerings of this course are available at 2011, 2008 and 2006.
Tentative Schedule:
Class 1 | Monday | 1/14/2013 | Course Introduction | |
Class 2 | Wednesday | 1/16/2013 | Common Mistakes | Chapter 2 |
Selection of Techniques and Metrics | Chapter 3 | |||
Monday | 1/21/2013 | No Class: Martin Luther King Holiday | ||
Class 3 | Wednesday | 1/23/2013 | Selection of Techniques and Metrics (Continued) | Chapter 3 |
Types of Workloads | Chapter 4 | |||
Workload Selection | Chapter 5 | |||
Class 4 | Monday | 1/28/2013 | Workload Selection (Cont) | Chapter 5 |
Data Presentation | Chapter 10 | |||
Class 5 | Wednesday | 1/30/2013 | Data Presentation (Cont) | Chapter 10 |
Ratio Games | Chapter 11 | |||
Summarizing Measured Data | Chapter 12 | |||
Class 6 | Monday | 2/04/2013 | Summarizing Measured Data (Cont) | Chapter 12 |
Class 7 | Wednesday | 2/06/2013 | Summarizing Measured Data (Cont) | Chapter 12 |
Exercise 12.15 data (right click and save) | Chapter 12 | |||
Class 8 | Monday | 2/11/2013 | Comparing Systems Using Random Data | Chapter 13 |
Exercise 13.2 Data (right click and save) | Chapter 13 | |||
Exercise 13.3 Data (right click and save) | Chapter 13 | |||
Class 9 | Wednesday | 2/13/2013 | Comparing Systems Using Random Data (Cont) | Chapter 13 |
Simple Linear Regression Models | Chapter 14 | |||
Exercise 14.7 Data (Right click and save) | Chapter 14 | |||
Class 10 | Monday | 2/18/2013 | Mid-Term Exam 1 | |
Class 11 | Wednesday | 2/20/2013 | Simple Linear Regression Models (Cont) | Chapter 14 |
Other Regression Models | Chapter 15 | |||
Class 12 | Monday | 2/25/2013 | Project Guidelines | |
Other Regression Models (Cont) | Chapter 15 | |||
Class 13 | Wednesday | 2/27/2013 | Other Regression Models (Cont) | Chapter 15 |
Experimental Designs | Chapter 16 | |||
2k Experimental Designs | Chapter 17 | |||
Class 14 | Monday | 3/4/2013 | 2k Experimental Designs (Cont) | Chapter 17 |
Factorial Designs with Replication | Chapter 18 | |||
Class 15 | Wednesday | 3/06/2013 | Project Guidelines (Part 2) | |
Homeworks Guidelines | ||||
Monday | 3/11/2013 | WUSTL Spring Break (No Classes) | ||
Wednesday | 3/13/2013 | WUSTL Spring Break (No Classes) | ||
Class 16 | Monday | 3/18/2013 | Fractional Factorial Designs | Chapter 19 |
One Factor Experiments | Chapter 20 | |||
Class 17 | Wednesday | 3/20/2013 | Two Factor Full Factorial Design w/o Replications | Chapter 21 |
Class 18 | Monday | 3/25/2013 | Mid-Term Exam 2 | |
Two Factor Full Factorial Designs with Replications | Chapter 22 | |||
Class 19 | Wednesday | 3/27/2013 | General Full Factorial Designs | Chapter 23 |
Introduction to Queueing Theory | Chapter 30 | |||
Class 20 | Monday | 4/01/2013 | Analysis of Single Queue | Chapter 31 |
Project Report Review Form (right click and save) | ||||
Class 21 | Wednesday | 4/03/2013 | Queueing Networks | Chapter 32 |
Operational Laws | Chapter 33 | |||
Class 22 | Monday | 4/08/2013 | Operational Laws (Cont) | Chapter 33 |
Mean-Value Analysis | Chapter 34 | |||
Class 23 | Wednesday | 4/10/2013 | Mean-Value Analysis (Cont) | Chapter 34 |
Random Number Generation | Chapter 26 | |||
Class 24 | Monday | 4/15/2013 | Random Number Generation (Cont) | Chapter 26 |
Time Series Analysis | Chapter 37 | |||
Class 25 | Wednesday | 4/17/2013 | Time Series Analysis(Cont) | Chapter 37 |
Class 26 | Monday | 4/22/2013 | Heavy Tailed Distributions, Self-Similar Processes, | |
and Long-Range Dependence | Chapter 38 | |||
Class 27 | Wednesday | 4/24/2013 | Final Exam |
Grading:
Exams: 60%
Homeworks: 15%
Project: 20%
Class participation: 5%
Student Project Reports: