CSCE990 Seminar: Advanced Multiagent Systems Spring 2011
Course Schedule
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Seminar 1: Multiagent Systems: Local Decisions vs. Global Coherence. August 23 (Leen-Kiat Soh)
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Seminar 2: Swarm Intelligence. August 23, 25 (Leen-Kiat Soh)
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Seminar 3: Reinforcement Learning. (prepared by Dr. Adam Eck) (Leen-Kiat Soh)
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Seminar 4: Multi-Agent Reinforcement Learning. (Leen-Kiat Soh)
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Seminar 5: Multiagent Ad Hoc Team Formation. (Leen-Kiat Soh)
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Seminar 6: Partially Observable Markov Decision Process (POMDP). (Leen-Kiat Soh)
- "Negative rates get a second look", by Paul J. Lim, TIME, September 26, 2016, p.
12
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Seminar 7: Pedestrian Navigation Simulation, by Daniel Geschwender.
Paper: Martinez-Gil, F., M. Lozano, and F. Fernandez (2015). Strategies for Simulating Pedestrian Navigation
with Multiple Reinforcement Learning Agents, Journal of Autonomous Agents and Multiagent Systems,
29(1):98-130.
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Seminar 8: Dynamic Pricing Smart Grid, by Elham Foruzan.
Paper: Kim, B.-G., Y. Zhang, M. van der Schaar, and J.-W. Lee (2015). Dynamic Pricing and Energy
Consumption Scheduling With Reinforcement Learning, IEEE Transactions on Smart Grid,
7(5):2187-2198.
Paper: Mastronarde, N. and M. van der Schaar (2013). Joint Physical-Layer and
System-Level Power Management for Delay-Sensitive Wireless Communications, IEEE
Transactions on Mobile Computing, 12(4):694-709.
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Seminar 9: Learning in Robotics, by Evan Beachly.
Nguyen-Tuong, D.; Peters, J. (2011). Model Learning in Robotics: a Survey, Cognitive Processing , 12
(4):319-340.
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Seminar 10: Trust and Reputation, by Kyle Willett.
Paper: Josang, A., R. Ismal, and C. Boyd (2007). A Survey of Trust and Reputation
Systems for Online Service Provision, Journal of Decision Support Systems, 43(2):618-644.
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Seminar 11: Negotiations, by Leen-Kiat SOh
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Can A Thousand Tiny Swarming Robots Outsmart Nature ...
Youtube
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Seminar 12: Flocking Agents, by Daniel Geschwender
Paper: Olfati-Saber, R. (2006). Flocking for multi-agent dynamic systems: algorithms and theory, IEEE
Transactions on Automatic Control, 51(3):401-420.
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Seminar 13: Smart Grids, by Elham Foruzanr
Paper: Kuznetsova, E, YF Li, C Ruiz, E Zio, G Ault, K Bell (2013). Reinforcement Learning for Microgrid Energy Management, Energy, 59, pp. 133-146.
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Seminar 14: Gaussian Process Dynamic Programming, by Evan Beachly
Paper: M. P. Deisenroth, C. E. Rasmussen, and J. Peters (2009). Gaussian Process Dynamic
Programming, Journal of Neurocomputing, 72(7-9):1508-1524.
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Seminar 15: Computational Sociology and Agent-Based Modeling, by Leen-Kiat Soh
Paper: Macy, M, W. and R. Willer (2002). From Factors to Actors: Computational
Sociology and Agent-Based Modeling, Annual Review of Sociology, 28:143-166.
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Seminar 16: Decision-Making in Agent-Based Models of Migration, by Leen-Kiat Soh
Paper: Klabunde, A and F. Willekens (2016). Decision-Making in Agent-Based Models of
Migration: State of the Art and Challenges, European Journal of Population, 32:73-97.
Blackboard
