International Conference Papers

Agent Modeling Lee, W.S., Park, S.R. and Moon, I.-C., 2014. Modeling Multiple Fields of Collective Emotions with Brownian Agent-Based Model. In AAMAS. Paris, France.

2014.01.07 06:56

Lee, W.S., Park, S.R. and Moon, I.-C., 2014. Modeling Multiple Fields of Collective Emotions with Brownian Agent-Based Model. In AAMAS. Paris, France.

Abstract :

Understanding the emergence of collective emotions is critical to the analysis of online and offline societies. The agent-based simulation community has developed various social norm models to see the polarization of collective emotions. Yet, a few models have psychological background as fundamentals, as well as statistical validation, and this paper aims at resolving the two challenges. Particularly, this paper models agents as Brownian agents with different parameters of arousal, valence, and preference, which originates from the field of psychology. The Brownian agents enable the agents to become more heterogeneous, while they are simple enough to be understood and expanded. In the simulation, the agents influence and are influenced by multiple fields, or parts of community, of collective emotions. We designed two virtual experiments: one hypothetical setting to generate the emergence, and the other setting to validate the model with a real-world dataset. The first experiment identifies the scenario characteristics of extreme polarizations of collective emotions. The second experiment shows that the simple Brownian agent model is able to generate the real-world case with statistical significance.

@inproceedings{Lee:2014:MMF:2615731.2615859,
 author = {Lee, Wonsung and Park, Sungrae and Moon, Il-Chul},
 title = {Modeling Multiple Fields of Collective Emotions with Brownian Agent-based Model},
 booktitle = {Proceedings of the 2014 International Conference on Autonomous Agents and Multi-agent Systems},
 series = {AAMAS '14},
 year = {2014},
 isbn = {978-1-4503-2738-1},
 location = {Paris, France},
 pages = {797--804},
 numpages = {8},
 url = {http://dl.acm.org/citation.cfm?id=2615731.2615859},
 acmid = {2615859},
 publisher = {International Foundation for Autonomous Agents and Multiagent Systems},
 address = {Richland, SC},
 keywords = {artificial social systems, social and organizational structure, social simulation},
}

Source Website :

http://dl.acm.org/citation.cfm?id=2615859

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No.	Subject
37	T. Lee et al., "Characterizing emergency responses in localities with different social infrastructures using EMSSim," 2016 Winter Simulation Conference (WSC), Washington, DC, USA, 2016, pp. 1926-1937.
36	Chi-Jung Jung and Il-Chul Moon. Intelligent Behavior Modeling on Information Delivery of Time-Sensitive Targets, 2016 International Simulation Muti-Conference, AsiaSim / SCS AutumnSim, Beijing, China.
35	Doyun Kim, Do-hyeong Kim, and Il-Chul Moon. Inverse Modeling of Combat Behavior with Virtual-Constructive Simulation Training, 2016 International Simulation Muti-Conference, AsiaSim / SCS AutumnSim, Beijing, China.
34	K.W. Song and S.H. Kim and J.H. Tak and H.L. Choi and I.C. Moon, 2016, Data-Driven Ballistic Coefficient Learning for Future State Prediction of High-Speed Vehicles, 19th International Conference on Information Fusion (FUSION), Heidelberg, Germany
33	Lee, W.S., Lee, Y.M., Kim, H.Y., and Moon, I.-C., 2016. Bayesian Nonparametric Collaborative Topic Poisson Factorization for Electronic Health Records-Based Phenotyping. In International Joint Conference on Artificial Intelligence (IJCAI 2016). New
32	Yun, W.-S., S.-G. Ko, I.-C. Moon, and T.-E. Lee. 2015. “Effectiveness of Command and Control Time in Combat Outcome.” In Asia Simulation Conference. Jeju Island, Korea.
31	Shin, S.-J., J.Y. Oh, S.R. Park, M.K. Kim, and I.-C. Moon. 2015. “Hierarchical Prescription Pattern Analysis with Symptom Labels.” In Workshop on Biological Data Mining and Its Applications in Healthcare, International Conference on Data Mining.
30	Park, S.R., W.S. Lee, and I.-C. Moon. 2015. “Supervised Dynamic Topic Models for Associative Topic Extraction with A Numerical Time Series.” In Workshop on Topic Models: Post-Processing and Applications, ACM Conference on Information and
29	I.C. Moon et al. 2015. EMSSIM: EMERGENCY MEDICAL SERVICE SIMULATOR WITH GEOGRAPHIC AND MEDICAL DETAILS. In Winter Simulation Conference. Huntington Beach, CA.
28	A.R. Kang, D.Y. Kim, J.S. Lee, J.W. Bae, and I.C. Moon. 2015. COMPARATIVE STUDY OF COMMAND AND CONTROL STRUCTURE BETWEEN ROK AND US FIELD ARTILLERY BATTALION. In Winter Simulation Conference. Huntington Beach, CA.
27	Song, K. -W., Kim, D. -H., Shin, S. -J., and Moon, I. -C., 2014. Identifying the Evolution of Disasters and Responses with Network-Text Analysis, IEEE International Conference on SMC, San Diego, USA, Oct. 5-8, 2014
26	Park, S.R., Choi, D.S., Jung, D., Kim, M. and Moon, I. -C., 2014. Disease-Medicine Topic Models for Prescription Record Mining, IEEE International Conference on SMC, San Diego, USA, Oct. 5-8, 2014
25	Lee, W.S., Yi, G., Jung, D., Kim, M. and Moon, I. -C., 2014. Network Analysis Approach to Study Hospitals’ Prescription Patterns focused on the Impact of New Healthcare Policy, IEEE International Conference on SMC, San Diego, USA, Oct. 5-8, 2014
»	Lee, W.S., Park, S.R. and Moon, I.-C., 2014. Modeling Multiple Fields of Collective Emotions with Brownian Agent-Based Model. In AAMAS. Paris, France.
23	Lee, S.H., Bae, J.W., Lee, J.S., Hong, J.H. and Moon, I.-C., 2014. Simulation Experiment of Routing Strategy for Evacuees and Disaster Responders. In Spring Simulation Multiconference. Tampa, FL., Apr. 13-16, 2014
22	Yun, W.-S., Moon, I.-C. and Lee, T.-E., 2013. Entity Level Combat Modeling with Functions of Unit Level Combat. In Interservice/Industry Training, Simulation, and Education Conference (I/ITSEC) 2013. Orlando, FL.
21	Moon, I.-C. and Hong, J.H., 2013. Theoretic Interplay Between Abstraction, Resolution, and Fidelity in Model Information. In Proceedings of the 2013 Winter Simulation Conference. Washington D. C.: IEEE, pp. 1283–1291.
20	Lee, S.H., Shin, J.S., Lee, G.H. and Moon, I.-C., 2013. Impact of Relocation to City Commerce: Micro-Level Estimation with Agent-Based Model. In 2013 Spring Simulation Multiconference. San Diego, CA, USA, pp. 77–84.
19	Bae, J.W., Lee, G. and Moon, I.-C., 2012. Formal Specification Supporting Incremental and Flexible Agent-Based Modeling. In 2012 Winter Simulation Conference. Berlin, Germany.
18	Lee, G., Oh, N. and Moon, I.-C., 2012. Modeling and simulating network-centric operations of organizations for crisis management. In 2012 Spring Simulation Multiconference. Orlando, FL, pp. 114–122.

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