| CSE 6369 | ||||
| Reasoning with Uncertainty for Data Interpretation, Modeling, and Decision Making | ||||
| Tentative Lecture and Assignment Schedule | ||||
| Fall 2015 - TTh 9:30 - 10:50 | ||||
| Class | Date | Readings | Lecture Topics | Assignments |
| 1 | 08/27 | Slides | Course Details and Overview | |
| 2 | 09/01 | Slides | Reasoning with Uncertainty - Statistical Approaches | |
| 3 | 09/03 | Slides | Fuzzy Logic, Bayesian & Non-Bayesian Belief Systems | |
| 4 | 09/8 | Slides | Dempster Shafer Theory | |
| 5 | 09/10 | Dempster Shafer Theory | ||
| 6 | 09/15 | Dempster Shafer Theory | ||
| 7 | 09/17 | Slides | Graphical Models | |
| 8 | 09/22 | Slides from RN | Bayesian Networks | |
| 9 | 09/24 | Graphical Models | Homework 1 due | |
| 10 | 09/29 | Sampling Methods | ||
| 11 | 10/01 | Markov Chain Monte Carlo Methods | ||
| 12 | 10/06 | Estimation and Filtering | Optimal Estimation and Filtering | |
| 13 | 10/08 | Kalman Filter | ||
| 14 | 10/13 | Kalman Filter | ||
| 15 | 10/15 | Monte Carlo Methods & Bootstrap Filters | ||
| 16 | 10/20 | Slides | Markov Models | Project 1 due (Omega (64 Bit Redhat Linux), 64 Bit Linux (Ubuntu), 32 Bit Linux, Cygwin, OSX (32 Bit), OSX (64 Bit) code) |
| 17 | 10/22 | Hidden Markov Models | ||
| 18 | 10/27 | Hidden Markov Models | ||
| 19 | 10/29 | Learning Hidden Markov Models | ||
| 20 | 11/03 | Slides (v2) | Markov Decision Models and Decision Theory | |
| 21 | 11/05 | Markov Decision Problems | ||
| 22 | 11/10 | MDPs | ||
| 23 | 11/12 | POMDPs | Homework 2 due | |
| 24 | 11/17 | Decision-Making in POMDPs | ||
| 25 | 11/19 | POMDPs | ||
| 26 | 11/24 | Game Theory | ||
| 11/26 | Thanksgiving Break - No Class | |||
| 27 | 12/01 | Student Presentations | ||
| 28 | 12/03 | Student Presentations | ||
| 29 | 12/08 | Studetn Presentations & Advanced Topics | Optional Project 2 due | |
| 30 | TBD | Final Project Presentations | ||