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▐ PUBLICATIONS |
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If you are
interested in the following papers or would like to have an electronic copy
of the papers, please e-mail us at lksoh@cse.unl.edu. |
Supporting and Scaffolding Human Coalitions
L.-K. Soh and N. Khandaker (2007). Forming and Scaffolding Human Coalitions with
a Multiagent Framework, in Proceedings of the International Joint
Conference on Autonomous Agents and Multiagent Systems (AAMAS’2007),
N. Khandaker
and L.-K. Soh (2007). Formation and
Scaffolding Human Coalitions in I-MINDS – A Computer-Supported Collaborative
Learning Environment, in Technical Report of the AAMAS’2007 Workshop on
Agent-Based Systems for Human Learning and Entertainment (ABSHLE).
Multiagent Coalition Formation and Negotiation
L.-K. Soh, C. Tsatsoulis, and H. Sevay (2003). A Satisficing, Learning, and Negotiated
Coalition Formation Architecture, in Distributed Sensor Networks: A
Multiagent Perspective, V. Lesser, M. Tambe and C. Ortiz (eds.), Kluwer
Publishing, Chapter 7, pp.109-138.
X. Li and L.-K. Soh (2005) Hybrid Negotiation for
Resource Coordination in Multiagent Systems, Web Agents and Intelligent Systems, 3(4):231-259.
L.-K. Soh and C. Tsatsoulis (2005). A Real-Time Negotiation Model and A
Multi-Agent Sensor Network Implementation, Journal
of Autonomous Agents and Multi-Agent Systems, 11:215-271.
Li, X.
and L.-K. Soh (2004). Learning How to Plan and Instantiate a Plan
in Multi-Agent Coalition Formation, in Proceedings of the 2004
IEEE/WIC International Conference on Intelligent Agent Technology (IAT2004),
L.-K. Soh and X. Li (2004).
Multiagent Coalition Formation for Distributed, Adaptive Resource
Allocation, in Proceedings of the ICAI’2004, Las Vegas, NV,
June 21-24, pp. 372-378.
L.-K. Soh and X. Li (2004).
Adaptive, Confidence-Based Multiagent Negotiation Strategy, in Proceedings of the International Joint Conference
on Autonomous Agents and Multiagent Systems (AAMAS’2004),
X. Li and L.-K. Soh (2003).
The Use of Hybrid Negotiation in Resource Coordination among Agents, in
Proceedings of the 2003 IEEE/WIC International Conference on Intelligent
Agent Technology (IAT2003), Halifax, Canada, October 13-17, 133-139.
L.-K. Soh and X. Li (2003).
An Integrated Multilevel Learning Approach to Multiagent Coalition
Formation, Proceedings of the 18th International Joint
Conference on Artificial Intelligence, Acapulco, Mexico, August 12-15,
619-624.
L.-K. Soh and X. Li (2003).
A Learning-Based Coalition Formation Model for Multiagent Systems, Proceedings
of the 2nd International Joint Conference on Autonomous
Agents and Multiagent Systems (AAMAS’03), Melbourne, Australia, 1120-1121.
L.-K. Soh and C. Tsatsoulis (2003). Utility-Based Multiagent Coalition Formation
with Incomplete Information and Time Constraints, in Proceedings of the IEEE
International Conference on Systems, Man, and Cybernetics, Washington,
D.C., 1481-1486.
L.-K. Soh and C. Tsatsoulis (2002). Satisficing Coalition Formation among Agents,
Proceedings of the International Conference on Autonomous Agents and
Multiagent Systems,
L.-K. Soh
and C. Tsatsoulis (2001). Reflective
Negotiating Agents for Real-Time Multisensor Target Tracking, in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI’01), August
6-11,
L.-K. Soh, C. Tsatsoulis, M. Jones, and A. Agah (2001).
Evolving Cases for Case-Based Reasoning Multiagent Negotiations, in Proceedings of the Genetic and Evolutionary
Computation Conference (GECCO’01), July 7-11,
X. Li and
L.-K. Soh (2004). Investigating
Reinforcement Learning in Multiagent Coalition Formation, Technical Report
WS-04-06 of the AAAI’2004 Workshop on Forming and Maintaining Coalitions and
Teams in Adaptive Multiagent Systems,
Li, X.,
Q. Tao, and L.-K. Soh (2004). Learning
Negotiation Approach Selection with SVM, in Proceedings of the AAMAS 2004
Workshop on Learning,
Li, X.
and L.-K. Soh (2004). Learning-Based
Multi-Phase Coalition Formation, in Proceedings of the AMAS 2004 Workshop on
Coalitions and Teams,
L.-K. Soh and C. Tsatsoulis (2002).
Learning to Form Negotiation Coalitions in a Multiagent System, Working
Notes of AAAI Spring Symposium on Collaborative Learning Agents,
L.-K. Soh and C. Tsatsoulis
(2002). Allocation Algorithms in Dynamic
Negotiation-Based Coalition Formation, in the Proceedings of the First
International Joint Conference on Autonomous Agents and Multi-Agent Systems
Workshop on Teamwork and Coalition Formation,
L.-K. Soh
and C. Tsatsoulis (2002). Real-Time
Satisficing Multiagent Coalition Formation, in the Working Notes of the AAAI
Workshop on Coalition Formation in Dynamic Multiagent Environments,
Edmonton, Alberta, Canada, July 28-August 1, pp. 7-15.
L.-K. Soh and C. Tsatsoulis (2001). Agent-Based Argumentative Negotiations with
Case-Based Reasoning, Working Notes of the AAAI Fall Symposium Series on
Negotiation Methods for Autonomous Cooperative Systems, November 1-4, North
Falmouth, MA, pp. 16-25.
Multiagent Cooperative Learning
L.-K. Soh and J. Luo (2004). Cautious Cooperative Learning for Automated
Reasoning in a Multiagent System, Frontiers in Artificial Intelligence and
Applications, IOS Press.
L.-K. Soh and C. Chen (2004). Balancing Ontological and Operational Factors in Refining
Multiagent Neighborhoods, to appear in AAMAS’2005,
C. Chen and L.-K. Soh (2004). Adaptive Learning to Optimize Resource Management in a Multiagent Framework, in Proceedings of the ICAI’2004, Las
Vegas, NV, June 21-24, pp. 386-389.
L.-K. Soh (2004).
Cautious Cooperative Learning with Case-Based Reasoning, in Proceedings
of the FLAIRS’2004, May 16-19,
L.-K. Soh (2004).
Experience-Based Resource Description and Selection in Multiagent
Information Retrieval, in Proceedings
of the FLAIRS’2004, May 16-19, Miami Beach, FL, pp. 8-13.
L.-K. Soh and J. Luo (2003). Combining Individual and Cooperative Learning
for Multiagent Negotiations, Proceedings of the 2nd
International Joint Conference on Autonomous Agents and Multiagent Systems
(AAMAS’03), Melbourne, Australia, 1122-1123.
L.-K. Soh (2004). On Cooperative Learning Teams for Multiagent
Team Formation, Technical Report WS-04-06 of the AAAI’2004 Workshop on
Forming and Maintaining Coalitions and Teams in Adaptive Multiagent Systems,
L.-K. Soh (2004). Using Multiagent Profiling for
Distributed Information Retrieval, to in Proceedings
of the AAMAS 2004 Workshop on Modeling Other Agents from Observations (MOO’04),
L.-K. Soh (2003).
Collaborative Understanding of Distributed Ontologies in a Multiagent
Framework: Design and Experiments, in Proceedings of AAMAS 2003 Workshop on
Ontology in Agent Systems (OAS), Melbourne, Australia, pp. 47-54.
L.-K. Soh
and J. Luo (2003). Muiltiagent
Case-Based Reasoning through Individual and Cooperative Learning, Proceedings
of the IJCAI 2003 Workshop on Agents and Automated Reasoning,
Acapulco, Mexico, 44-51.
L.-K. Soh
(2002). A Multiagent Framework for
Collaborative Conceptual Learning Using a Dempster-Shafer Belief System, Working
Notes of AAAI Spring Symposium on Collaborative Learning Agents, Stanford,
CA, March 25-27, pp. 9-16.
L.-K. Soh
(2002). Multiagent Distributed Ontology
Learning, the Working Notes of the First International Joint Conference on
Autonomous Agents and Multi-Agent Systems Workshop on Ontologies in Agent
System,
Intelligent Agents in Intelligent Tutoring
L.-K. Soh (2007). Integrated Introspective Case-Based Learning
for Intelligent Tutoring Systems, accepted to the 22nd AAAI
Conference on Artificial Intelligence (AAAI’07), July 22-26, Vancouver,
British Columbia, Canada.
L.-K. Soh and T. Blank
(2007). Integrating Case-Based Reasoning
and Multistrategy Learning for a Self-Improving Intelligent Tutoring System,
accepted to International Journal of
Artificial Intelligence in Education.
L.-K.
Soh (2005). Agent-Supported Interface
for Online Tutoring, in C. Ghaoui (ed.) (2005) Encyclopedia of Human Computer Interaction, 348-354, London, UK:
Idea Group Reference.
L.-K. Soh
and L. D. Miller (2005). Analyzing
Student Motivation and Self-Efficacy in Using an Intelligent Tutoring System,
in Proceedings of International Conference on Computers in
Education (ICCE’2005), November 28 – December 2, Singapore, 896-899.
L.-K. Soh and T. Blank (2005). An
Intelligent Agent that Learns How to Tutor Students: Design and Results, in Proceedings of International Conference on Computers in Education (ICCE’2005),
November 28 – December 2,
L.-K. Soh, T. Blank, and L.D. Miller (2005). Intelligent
Agents that Learn to Deliver Online Materials to Students Better: Agent Design,
Simulation and Assumptions, in C. Chaoui, M. Jain, V. Bannore, and L. C. Jain
(eds.) Studies in Fuzziness and Soft
Computing: Knowledge-Based Virtual Education, Chapter 3, Volume 178, May
2005, pp. 49-80.
L.-K. Soh, T. Blank, L. D. Miller, and S. Person
(2005). ILMDA: An Intelligent Learning
Materials Delivery Agent and Simulation, Proceedings
of the International
Electro-Information Technology Conference, May 22-25,
T. Blank, L. D. Miller, L.-K. Soh
and S. Person (2004). Case-Based Learning Mechanisms to Deliver Learning
Materials, Proceedings of the International
Conference on Machine Learning and Applications (ICMLA’2004), Louisville,
KY, December 16-18, pp. 423-428.
Multiagent Systems in Computer-Aided Education
L.-K. Soh, N. Khandaker, and
H. Jiang (2007). I-MINDS: A Multiagent
System for Intelligent Computer-Supported Cooperative Learning and Classroom
Management, submitted to Int. Journal of
Artificial Intelligence in Education. Accepted with minor revisions (May 2007)
N. Khandaker, L.-K. Soh, and H. Jiang (2006). Student Learning and Team Formation in a
Structured CSCL Environment, in Proceedings of the International Conference
on Computers in Education (ICCE), Beijing, China, November 30-December 4,
pp. 185-192.
L.-K. Soh,
N. Khandaker, and H. Jiang (2006).
Multiagent Coalition Formation for Computer-Supported Cooperative
Learning, in Proceedings of the Innovative Applications of Artificial
Intelligence (IAAI’2006), July 17-20, Boston, MA, pp. 1844-1851.
L.-K. Soh,
N. Khandaker, X. Liu, and H. Jiang (2006).
A Computer-Supported Cooperative Learning System with Multiagent
Intelligence, in Proceedings of the International Joint Conference on
Autonomous Agents and Multiagent Systems (AAMAS’2006), May 8-12, Hakodate,
Japan, pp. 1556-1563.
L.-K. Soh
and H. Jiang (2006). Commercializing a
Multiagent-Supported Collaborative System, in Proceedings of the
International Joint Conference on Autonomous Agents and Multiagent Systems
(AAMAS’2006), May 8-12,
L.-K.
Soh and H. Jiang (2005). Intelligent
Multiagent Cooperative Learning System, in C. Ghaoui (ed.) (2005) Encyclopedia of Human Computer Interaction,
18-23,
L.-K. Soh, N.
Khandaker, X. Liu, and H. Jiang (2005).
Computer-Supported Structured Cooperative Learning, in Proceedings of International Conference on Computers in Education (ICCE’2005),
November 28 – December 2,
X. Zhang, L.-K. Soh, H. Jiang, and X. Liu (2005). Using
Multiagent Intelligence to Support Synchronous and Asynchronous Learning, in C.
Chaoui, M. Jain, V. Bannore, and L. C. Jain (eds.) Studies in Fuzziness and Soft Computing: Knowledge-Based Virtual
Education, Chapter 5, Volume 178, May 2005, pp. 111-140.
L.-K. Soh, X. Liu, X. Zhang, J.
Al-Jaroodi, H. Jiang, P. Vermuri (2004).
I-MINDS: An Agent-Oriented Information System for Applications in
Education, Lecture Notes in Artificial Intelligence (LNAI 3030) Series Agent-Oriented Information Systems, Springer-Verlag, pp.16-31.
X. Zhang, L.-K. Soh, X. Liu, and H. Jiang (2005). Intelligent Collaborating Agents to Support
Teaching and Learning, Proceedings of the
International Electro-Information
Technology Conference, May 22-25,
Soh, L.-K., H. Jiang, and C. Ansorge (2004). Agent-Based Cooperative Learning: A
Proof-of-Concept Experiment, Proceedings
of the 35th Technical Symposium on Computer Science Education
(SIGCSE’2004), March 3-7, Norfolk, VA, pp. 368-372.
X. Liu, X. Zhang, L.-K. Soh, J. Al-Jaroodi, and H. Jiang
(2003). A Distributed, Multiagent
Infrastructure for Real-Time, Virtual Classrooms, in Proceedings of the International Conference on Computers in
Education (ICCE2003), Hong Kong, China, December 2-5, pp. 640-647.
X. Liu, X. Zhang, J. Al-Jaroodi, P. Vemuri, H. Jiang, and
L.-K. Soh (2003). I-MINDS: An
Application of Multiagent System Intelligence to On-Line Education, in Proceedings
of the IEEE International Conference on Systems, Man, and Cybernetics,
L.-K. Soh, X. Liu, X. Zhang, J. Al-Jaroodi, H.
Jiang, P. Vermuri (2003). I-MINDS: An
Agent-Oriented Information System for Applications in Education, in
Proceedings of AAMAS 2003 Workshop on Agent-Oriented Information Systems (AOIS),
Intelligent Agents in Other Applications
J. Kite and L.-K. Soh (2005). An Online Survey Framework Using the Life
Events Calendar, Proceedings of the International Electro-Information Technology
Conference, May 22-25,
T. Blank, L.-K. Soh and S. Scott (2004). Creating a SVM to Play Strong Poker, Proceedings of the International
Conference on Machine Learning and Applications (ICMLA’2004),
J.
Glasser and L.-K. Soh (2004). Learning
in a Real-Time, Dynamic Environment, Proceedings of the International Conference on Machine
Learning and Applications (ICMLA’2004),
G.
Yu, L.-K. Soh, and A. Bond (2005).
K-Means Clustering with
L.-K. Soh,
H. Sevay, and C. Tsatsoulis (1998).
MAGE: Multi-Agent Graphical
Environment, in the Proceedings of the
1999 AAAI Symposium Spring Series,
Intelligent Agents in Cyberspace, pp. 128-135.
Teaching Multiagent Systems
Soh,
L.-K. (2004). Using Game Days to Teach a Multiagent Systems Class, Proceedings of the 35th Technical
Symposium on Computer Science Education (SIGCSE’2004), March 3-7, Norfolk,
VA, pp. 219-223.
L.-K. Soh
(2003). Teaching with Game Days: Designs, Expectations, and Lessons Learned,
in Proceedings of the 38th American Society for Engineering
Education (ASEE) Midwest Section Conference,
Surveys
C.
Tsatsoulis and L.-K. Soh (2000). Intelligent Agents in Telecommunication
Networks, in Computational Intelligence
in Telecommunications Networks, W. Pedrycz and A. V. Vasilakos (eds.), CRC
Press, Chapter 19, pp. 480-504.
Ph.D. Dissertations and M.S. Theses and Project Reports
Jared
Kite, M.S. Thesis (Advisor), 2003-2007, June 2007: A Flexible Framework for
Knowledge Engineering and Automation of An Adaptive Conversational
Case-Retrieval System
Xin Li,
Ph.D. CS (Advisor), 2001-2007 (April 12, 2007): Improving Multi-Agent
Coalition Formation in Complex Environments
Todd
Blank, M.S. Thesis, CS (Advisor), 2003-2005, November 2005: ILMDA:
An Intelligent Tutoring System with Integrated Learning
Nobel
Khandaker, MS. Thesis, CS (Advisor), 2004-2005, August 2005: VALCAM
– An Auction Based Learning Enabled Multiagent Coalition Formation Algorithm
for Real-World Applications
Kye Halsted, M.S. Project, CS
(Advisor), 2002-2004, December 2004: Predator/Prey
Domains: Analyzing Multiagent Communication in a Noisy Environment
Xuesong
Zhang, M.S. Thesis, CS (Co-Advisor), 2002-2004, December 2004: I-MINDS: An Intelligent Multiagent System Supported Teaching and Cooperative
Learning Environment
Suresh
Namala, M.S. Project, CS (Advisor), 2002-2004, November 2004: An Intelligence Module for I-MINDS
Chao
Chen, M.S. Thesis, CS (Advisor), 2002-2004, November 2004: A Multiagent Approach Using Ontology and Operational Learning to
Improve Distributed Information Retrieval
Ashok
Thirunavukkarasu, M.S. Project, CS (Advisor), 2003-2004, July 2004: Relaxed Database Retrieval
Jeremy
Glasser, M.S. Thesis, CS (Advisor), 2002-2004, May 2004: Using Adaptive Agents to Create a Continuous
Challenge in Computer Games
Jingfei
Xu, M.S. Project, CS (Advisor),
2002-2003, July 2003: Operational Distributed Ontology Learning in a
Multi-Agent System
Juan Luo,
M.S. Project, CS (Advisor), 2001-2003,
May 2003: Case-Based Learning Behavior in a Real Time Multi-Agent System
This webpage is authored and maintained by
Leen-Kiat Soh.
Website created on February 4, 1999