| Agenda - Wednesday |
|
| 9:00 |
Opening Remarks |
Koller |
| 9:15 |
Day Overview |
Darwiche |
| 9:30 |
Sensitivity Analysis, Modeling, and Inference |
Darwiche, Chan, Park, Allen |
| 10:30 |
Theory and Applications of Causal Reasoning I |
Pearl, Tian |
| 11:00 |
Break |
|
| 11:15 |
Theory and Applications of Causal Reasoning II |
Hopkins, Bonet, Brito |
| 12:00 |
User Interface Aspects of Decision Aid Systems |
Kellman |
| 12:30 |
Lunch + Poster Session |
|
| 3:00 |
SPAWAR Briefing |
John McDonnell |
| 3:30 |
Advances in Reasoning for Decision Making Under Uncertainty |
Dechter, Kask, Mateescu, Bidyuk |
| 4:25 |
Break |
|
| 4:40 |
Online Algorithms and Decision Making with Partial Information |
Irani |
| 5:00 |
Robust Interpretation of Natural Language Queries |
Roth |
| 5:45 |
Adjourn |
|
|
|
| Sensitivity
Analysis, Modeling, and Inference |
|
| Darwiche |
The SamIam Software System |
20 minutes |
| Chan |
Reasoning about Bayesian Network Classifiers |
15 minutes |
| Park |
Identifying the Most Likely Scenario |
10 minutes |
| Allen |
Time-Space Tradeoffs in Inference |
15 minutes |
|
60 minutes |
| Theory
and Applications of Causal Reasoning |
|
| Pearl |
Model Correctness |
15 minutes |
| Tian |
Empirical Implications of Causal Structures |
15 minutes |
| Hopkins |
LAYERWIDTH: Analysis of a New Metric for DAGs |
15 minutes |
| Bonet |
Real-Time Dynamic Programming |
15 minutes |
| Brito |
Graphical Methods for Identifying SEM |
15 minutes |
|
75 minutes |
| Advances
in Reasoning for Decision Making Under Uncertainty |
|
| Dechter |
Background and Overview |
15 minutes |
| Dechter |
Systematic and non-systematic algorithms for most likely scenario |
10 minutes |
| Kask |
New heuristics for Constraint satisfaction search |
10 minutes |
| Mateescu |
An insight into belief propagation success |
10 minutes |
| Bidyuk |
W-cutset sampling in Bayesian networks |
10 minutes |
|
| Agenda - Thursday |
|
| 9:00 |
opening remarks |
|
| 9:15 |
game theory |
Anantharam, Koller, Tomlin, Van Roy, Wets |
| 10:20 |
break |
|
| 10:45 |
planning |
El Ghaoui, Van Roy, Koller, Ng |
| 12:10 |
lunch |
|
| 1:10 |
learning and language |
El Ghaoui, Jordan, Koller, Russell |
| 2:55 |
break |
|
| 3:20 |
inference & state estimation |
Anantharam, Jordan, Russell,
Tomlin |
| 5:00 |
adjourn |
|
|
| Game theory |
|
| Blum (Koller) |
Graphical games |
10 minutes |
| Wetts |
Sensitivity of Nash |
15 minutes |
| Tomlin |
Decentralized Nash |
15 minutes |
| Anantharam |
Multi-access channels |
15 minutes |
| Weintraub (Van Roy) |
Equilibria in large industries |
10 minutes |
|
65 minutes |
|
| Planning
& decision making |
|
|
| Van Roy |
Multi product pricing |
10 minutes |
| Moallemi (Van Roy) |
Dist. Optimization |
15 minutes |
| El Ghaoui |
Opt for path planning |
15 minutes |
| Ng |
Policy search |
10 minutes |
| Abbeel (Ng) |
Inverse RL |
10 minutes |
| Guestrin (Koller) |
Generalization |
15 minutes |
| Zheng (Jordan) |
Automated debugging |
10 minutes |
|
85 minutes |
|
| Learning
& language |
|
| El Ghaoui |
Opt for machine learning |
15 minutes |
| McAuliffe (Jordan) |
Convexity & classification |
10 minutes |
| Bach (Jordan) |
Learning spectral clustering |
10 minutes |
| Koller |
Max-margin markov nets |
15 minutes |
| Segal (Koller) |
Module networks |
15 minutes |
| Milch (Russell) |
Information extraction |
15 minutes |
| Wong (Koller) |
Unseen features |
10 minutes |
| Jordan |
Chinese restaurants & hierarchies |
15 minutes |
|
105 minutes |
|
| Inference
& state estimation |
|
| Paskin (Russell) |
Simultaneous localization & mapping |
15 minutes |
| Amir (Russell) |
Logical filtering |
15 minutes |
| Tomlin |
Inference in hybrid systems |
10 minutes |
| Pakzad (Anantharam) |
Kikuchi & BP |
15 minutes |
| Wainwright (Jordan) |
Semidefinite |
15 minutes |
| Teh (Jordan) |
Linear response theory |
10 minutes |
| Rosen-Zvi (Jordan) |
MCMC to variational |
10 minutes |
| Xing (Russell/Jordan) |
Cluster variational |
10 minutes |
|
100 minutes |
|
|
|