| CSE 6369 | ||||
| Reasoning with Uncertainty for Data Interpretation, Modeling, and Decision Making | ||||
| Tentative Lecture and Assignment Schedule | ||||
| Fall Semester 2008 - MW 7:00 - 8:20 | ||||
| Class | Date | Readings | Lecture Topics | Assignments |
| 1 | 08/25 | Slides | Course Details and Overview | |
| 2 | 08/27 | Reasoning with Uncertainty - Representations | ||
| 09/01 | Labor Day - No Class | |||
| 3 | 09/03 | Slides, Fuzzy Logic Tutorial | Fuzzy Logic, Bayesian & Non-Bayesian Belief Systems | |
| 4 | 09/08 | Slides, Bayesian Networks (from RN),69/node4.html RN 13-14 | Bayesian Reasoning & Bayesian Networks | |
| 5 | 09/10 | Slides, Hal2.4 , Hal3.6 | Dempster Shafer Theory | |
| 6 | 09/15 | Dempster Shafer Theory | ||
| 7 | 09/17 | Belief Estimation | ||
| 8 | 09/22 | Slides | Optimal Estimation and Filtering | |
| 9 | 09/24 | Optimal Estimation | ||
| 10 | 09/29 | WB95 | Kalman Filter | |
| 11 | 10/01 | Sampling Methods | Homework 1 due | |
| 12 | 10/06 | DFG1 | Markov Chain Monte Carlo Methods | |
| 13 | 10/08 | Particle Filters | ||
| 14 | 10/13 | Slides | Confidence Intervals & Significance Testing | |
| 15 | 10/15 | Confidence Intervals & Significance Testing | ||
| 16 | 10/20 | Slides | Hidden Markov Models | Project 1 due ( Linux Code ; Linux 64 Bit Code (e.g. Omega) ; Cygwin Code (Windows XP) ; OSX Code ) |
| 17 | 10/22 | RJ86 | Learning Hidden Markov Models | |
| 18 | 10/27 | Learning Hidden Markov Models | ||
| 19 | 10/29 | Rational Decisions (from RN), RN 16.2, 16.3 | Markov Decision Processes | |
| 20 | 11/03 | RN 17 | Dynamic Programming | |
| 21 | 11/05 | RN 21.2, 21.3 | Monte Carlo Dynamic Programming | |
| 22 | 11/10 | POMDPs | Homework 2 due | |
| 23 | 11/12 | LCK95 | Decision-Making in POMDPs | |
| 24 | 11/17 | Multi Agent Decision Making | ||
| 25 | 11/29 | Game Theory & Auctions | ||
| 26 | 11/24 | Student Presentations | ||
| 27 | 11/26 | Student Presentations | Project 2 due | |
| 28 | 12/01 | Student Presentations | ||
| 29 | 12/03 | Student Presentations | ||
| 30 | TBD | Final Project Presentations | ||