Categories

Publications

SELECTED PUBLICATIONS

Areas
1. Multiagent Systems, Modeling, and Simulation (MAS)
2. Computer-Aided Education Systems (CAE)
3. Computer Science Education (CSE)
4. Geoinformatics (GEO)
5. Image Processing, Remote Sensing (IP)

Though the following papers are categorized into the above five areas, several of them belong to multiple categories. For example, papers in CAE often involve evaluations in classrooms, impacting CSE; agents are used in most of my CAE systems, thus tying MAS and CAE topics

Multiagents, Modeling, and Simulation

Eck, A., L.-K. Soh, S. Devlin, and D. Kudenko (to appear). Potential-Based Reward Shaping in Finite Horizon Online POMDP Planning, accepted to Autonomous Agents and Multiagent Systems. Published online before print March 2015, doi: 10.1007/s10458-015-9292-6.

Eck, A. and L.-K. Soh (2015). To Ask, Sense, or Share: Ad Hoc information Gathering, in Proceedings of the 14th International Conference on Autonomous Agents and Multiagent Systems (AAMAS’2015), Istanbul, Turkey, May 4-8, 2015, pp. 367-376. PDF

Kahrobaee, S., R. Rajabzadeh, L.-K. Soh, and S. Asgarpoor (to appear).  Multiagent Study of Smart Grid Customers with Neighborhood Electricity Trading, accepted to Electric Power Systems Research.

Shell, D. F., L.-K. Soh, and V. Chiriacescu (2014).  Modeling Self-Efficacy with the Computational Unified Learning Model, in Proceedings of the 13th IEEE International Conference on Cognitive Informatics and Cognitive Computing (ICCI*CC14), London, UK, August 18-20, 2014, pp. 117-125.

Eck, A. and L.-K. Soh (2014). Online Heuristic Planning for Highly Uncertain Domains, in Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS’2014), Paris, France, May 5-9, 2014, pp. 741-748. PDF

Jumadinova, J., R. Dasgupta, and L.-K. Soh (2014).  Strategic Capability-Learning for Improved Multi-Agent Collaboration in Ad-Hoc Environments, IEEE Transactions on Systems, Man, and Cybernetics-Part A, 44(8):1003-1014.  PDF

Chiriacescu, V., L.-K. Soh, and D. F. Shell (2013).  Understanding Human Learning Using a Multi-Agent Simulation of the Unified Learning Model, International Journal of Cognitive Informatics and Cognitive Computing, 7(4):1-25.  PDF

Kahrobaee, S., R. Rajabzadeh, L.-K. Soh , and S. Asgarpoor (2013). A Multigent Modeling and Investigation of Smart Homes with Power Generation, Storage, and Trading Features, IEEE Transactions on Smart Grids, 4(2):659-668.  PDF

Eck, A. and L.-K. Soh (2013) Observer Effect from Stateful Resources in Agent Sensing, Journal of Autonomous Agents and Multiagent Systems, 26(2):202-244.  PDF

Soh, L.-K. and X. Li (2008). Investigating Adaptive, Confidence-Based Strategic Negotiations in Complex Multiagent Environments, Web Intelligence and Agent Systems, 6(3):313-326. PDF

Soh, L.-K. (2008). Considering Operational Issues for Multiagent Ontological Inferencing in a Distributed Information Retrieval Application, Web Intelligence and Agent Systems, 6(1):1-28. PDF

Li, X. and L.-K. Soh (2005) Hybrid Negotiation for Resource Coordination in Multiagent Systems, Web Intelligence and Agent Systems, 3(4):231-259. PDF

Soh, L.-K. 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. PDF

Soh, L.-K. and C. Chen (2005). Balancing Ontological and Operational Factors in Refining Multiagent Neighborhoods, in Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS’2005), Utrecht, Netherlands, pp. 745-752. PDF

Soh, L.-K. 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), New York, NY, July 19-23, pp. 1048-1055. PDF

Soh, L.-K. and X. Li (2003). An Integrated Multilevel Learning Approach to Multiagent Coalition Formation, in Proceedings of the 18th International Joint Conference on Artificial Intelligence (IJCAI’2003), Acapulco, Mexico, August 12-15, 619-624. PDF

Soh, L.-K. 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, Seattle, WA, pp. 1121-1127. PDF

Computer-Aided Education

Miller, L. D., L.-K. Soh, A. Samal, K. Kupchak, and G. Nugent (to appear). A Comparison of Educational Statistics and Data Mining Approaches to Identify Characteristics that Impact Online Learning, accepted with minor revisions to Journal of Educational Data Mining.

Eck, A., L.-K. Soh, and C. Brassil (2013). Supporting Active Wiki-based Collaboration. Proceedings of the 10th International Conference on Computer Supported Collaborative Learning (CSCL’13), Madison, Wisconsin, June 15-19, 2013, pp. 176-183. PDF

Miller, L.D. and L.-K. Soh (2013).  Meta-Reasoning Algorithms for Improving Analysis of Student Interactions with Learning Objects using Supervised Learning, in Proceedings of the 6th International Conference on Educational Data Mining (EDM’2013), Memphis, TN, July 6-9, pp. 129-136. PDF

Miller, L. D., L.- K. Soh, G. Nugent, and A. Samal (2011).  iLOG: A Framework for Automatic Annotation of Learning Objects with Empirical Usage Metadata,  International Journal of Artificial Intelligence in Education, 21:215-236.  PDF

Khandaker, N., L.-K. Soh, L. D. Miller, A. Eck, and H. Jiang (2011). Lessons Learned from Comprehensive Deployments of Multiagent CSCL Applications I-MINDS and ClassroomWiki, IEEE Transactions on Learning Technologies, 4(1):47-58. PDF

Khandaker, N. and L.-K. Soh (2011). SimCoL: A Simulation Tool for Computer-Supported Collaborative Learning, IEEE Transactions on Systems, Man, and Cybernetics: Part C: Applications and Reviews, 41(4):533-543. PDF

Khandaker, N. and L.-K. Soh (2010). ClassroomWiki: A Collaborative Wiki for Instructional Use with Multiagent Group Formation, IEEE Transactions on Learning Technologies, 3(3):190-202. PDF

Khandaker, N. & Soh, L.-K. (2010). Improving Group Selection and Assessment in an Asynchronous Collaborative Learning Application, International Journal of Artificial Intelligence in Education, 20(3):231-268. PDF

Khandaker, N. and L.-K. Soh (2010). A Wiki with Multiagent Tracking, Modeling, and Coalition Formation, Proceedings of the 22nd Innovative Applications of Artificial Intelligence Conference (IAAI’2010), Atlanta, GA, July 12-14, 2010, pp. 1799-1806.  PDF

Riley, S.. D. Miller, L.-K. Soh, A.Samal, and G. Nugent (2009). A Framework for Automatic Empirically-Based Metadata Generation, Proceedings of the International Conference on Artificial Intelligence in Education (AIED’2009), Brighton, UK, July 6-10. PDF

Khandaker, N. and L.-K. Soh (2008). Forming and Scaffolding Human Coalitions: A Framework and An Implementation in Computer-Supported Collaborative Learning Environment, International Transactions on Systems Science and Applications, 4(1):3-22. PDF

Soh, L.-K., N. Khandaker, and H. Jiang (2008). I-MINDS: A Multiagent System for Intelligent Computer-Supported Cooperative Learning and Classroom Management, International Journal of Artificial Intelligence in Education, 18(2):119-151. PDF

Soh, L.-K. and T. Blank (2008). Integrating Case-Based Reasoning and Multistrategy Learning for a Self-Improving Intelligent Tutoring System, International Journal of Artificial Intelligence in Education, 18(1):27-58. PDF

Soh, L.-K. (2007). Integrated Introspective Case-Based Learning for Intelligent Tutoring Systems, Proceedings of the 22nd AAAI Conference on Artificial Intelligence (AAAI’07), July 22-26, Vancouver, British Columbia, Canada, pp. 1566-1571. PDF

Soh, L.-K., D. Fowler, and A. I. Zygielbaum (2007-2008). The Impact of the Affinity Learning Authoring Tool on Student Learning, Journal of Educational Technology Systems, 36(1):29-62. PDF

Nugent, G., L.-K. Soh, and A. Samal (2006). Design, Development and Validation of Learning Objects, Journal of Educational Technology Systems, 34(3):271-281. PDF

Soh, L.-K., 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. PDF

Soh, L.-K. 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, Singapore, 420-427. Best Paper Award. PDF

Computer Science Education

Eck, A., L.-K. Soh, and D. F. Shell (2016). Investigating Differences in Wiki-based Collaborative Activities between Student Engagement Profiles in CS1, in Proceedings of the 47th ACM Technical Symposium on Computing Science Education (SIGCSE’2016), Memphis, TN, March 2-5, pp. 36-41. PDF

Flanigan, A., M. Peteranetz, D. F. Shell, and L.-K. Soh (2016). Students’ Initial Course Motivation and Their Achievement and Retention in College CS1 Courses, in Proceedings of the 47th ACM Technical Symposium on Computing Science Education (SIGCSE’2016), Memphis, TN, March 2-5, pp. 639-644. PDF

Flanigan, A., M. Peteranetz, D. F. Shell, and L.-K. Soh (2015). Exploring Changes in Computer Science Students’ Implicit Theories of Intelligence across the Semester, Proceedings of the International Computing Education Research (ICER’2015), Omaha, NE, August 9-13, pp. 161-168. PDF

Soh, L.-K., D. F. Shell, E. Ingraham, S. Ramsay, and Brian Moore (2015). Viewpoint: Improving Learning and Achievement in Introductory Computer Science through Computational Creativity, Communications of the ACM, 58(8):33-35. PDF

Muto-Nelson, K. G., D. F. Shell, J. Husman, E. Fishman, and L.-K. Soh (2015). Student Approaches to Learning in a Foundational Engineering Course: A Motivational and Self-Regulated Learning Profiles Perspective, Journal of Engineering Education, 104(1):74-100. PDF

Miller, L. D., L.-K. Soh, V. Chiriacescu, E. Ingraham, D. F. Shell, and M. Patterson Hazley (2014). Integrating Computational and Creative Thinking to Improve Learning and Performance in CS1, Proceedings of the 45th ACM Technical Symposium on Computer Science Education (SIGCSE’2014), March 5-8, Atlanta, GA, pp. 475-480.  PDF

Shell, D. and L.-K. Soh (2013).  Profiles of Motivated Self-Regulation in College Computer Science Courses: Differences in Major versus Required Non-Major Courses, Journal of Science Education and Technology, 22(6):899-913.  PDF

Shell, D. F., M. Patterson Hazley, L.-K. Soh, E. Ingraham, and S. Ramsay (2013).  Association of Students’ Creativity, Motivation, and Self-Regulation with Learning and Achievement in College Computer Science Courses, in Proceedings of the Frontiers in Education Conference (FIE’2013), Oklahoma City, OK, October 23-26, pp. 1637-1643.  PDF

Miller, L. D., L.-K. Soh, B. Neilsen, E. Lam , A. Samal, K. Kupzyk, and G. Nugent (2011).  Revising Computer Science Learning Objects from Learner Interaction Data, in Proceedings of the 42nd Technical Symposium on Computer Science Education (SIGCSE’2011), Houston, TX, March 9-12, 2011, pp. 45-50.  PDF

Miller, L. D., L.-K. Soh, A. Samal, G. Nugent, K. Kupzyk, and L. Masmaliyeva (2011).  Evaluating the Use of Learning Objects in CS1, in Proceedings of the 42nd Technical Symposium on Computer Science Education (SIGCSE’2011), Houston, TX, March 9-12, 2011, pp. 57-62. PDF

Soh, L.-K., A. Samal, S. Scott, S. Ramsay, E. Moriyama, G. Meyer, B. Moore, W. G. Thomas, and D. F. Shell (2009). Renaissance Computing: An Initiative for Promoting Student Participation in Computing, Proceedings of the SIGCSE’2009, Chattanooga, Tennessee, March 4-7, pp. 59-63. PDF

Spradling, C., L.-K. Soh, and C. Ansorge (2008). Ethics Training and Decision-Making: Do Computer Science Programs Need Help? Proceedings of the SIGCSE’2008, Portland, Oregon, March 12-15, pp. 153-157. PDF

Spradling, C., L.-K. Soh, and C. J. Ansorge (2009). A Comprehensive Survey on the Status of Social and Professional Issues in United States Undergraduate Computer Science Programs and Recommendations, Computer Science Education, 19(3):137-153. PDF

Soh, L.-K., A. Samal, and G. Nugent (2007). An Integrated Framework for Improved Computer Science Education: Strategies, Implementations, and Results, Computer Science Education, 17(1):59-83. PDF

Soh, L.-K. (2006). Implementing the Jigsaw Model in CS1 Closed Labs, in Proceedings of the 11th Annual SIGCSE Conference on Innovation and Technology in Computer Science Education (ITiCSE’2006), Bologna, Italy, June 26-28, pp. 162-167. PDF

Nugent, G., L.-K. Soh, A. Samal, and J. Lang (2006). A Placement Test for Computer Science: Design, Implementation, and Analysis, Computer Science Education, 16(1):19-36. PDF

Lang , J., G. Nugent, A. Samal, and L.-K. Soh (2006). Implementing CS1 with Embedded Instructional Research Design in Laboratories, IEEE Transactions on Education, 49(1):157-165. PDF

Soh, L.-K., G. Nugent, and A. Samal (2005). A Framework for CS1 Closed Laboratories, Journal of Educational Resources in Computing, 5(4):1-13. PDF

Soh, L.-K. (2004). Using Game Days to Teach a Multiagent Systems Class, in Proceedings of the 35th Technical Symposium on Computer Science Education (SIGCSE’2004), March 3-7, Norfolk, VA, pp. 219-223. PDF

Soh, L.-K., H. Jiang, and C. Ansorge (2004). Agent-Based Cooperative Learning: A Proof-of-Concept Experiment, in Proceedings of the 35th Technical Symposium on Computer Science Education (SIGCSE’2004), March 3-7, Norfolk, VA, pp. 368-372. PDF

Geoinformatics

Hong, T., K. Hart*, A. Samal, and L.-K. Soh (to appear).  Using Spatial Data Support for Reducing Uncertainty in Geospatial Applications, accepted to Geoinformatica.

Joshi, D., L.-K. Soh, and A. Samal (to appear). Spatio-Temporal Polygonal Clustering with Space and Time as First-Class Citizens, accepted to Geoinformatica.

Joshi, D., L.-K. Soh, and A. Samal (2012). Redistricting Using Constrained Polygonal Clustering, IEEE Transactions on Knowledge and Data Engineering, 24(11):2065-2079.

Joshi, D., L.-K. Soh, and A. Samal (2009). Redistricting Using Heuristic-Based Polygonal Clustering, Proceedings of the 22nd IEEE International Conference on Data Mining (ICDM’2009), Miami, FL, December 6-9, 2009, pp. 171-178. PDF

Wu, H., L.-K. Soh, A. Samal, and X. Chen (2008). Trend Analysis of Streamflow Drought Events in Nebraska, Water Resources Management, 22:145-164. FDF

Fu, L., L.-K. Soh, and A. Samal (2008). Techniques for Computing Fitness of Use (FoU) for Time Series Datasets with Applications in the Geospatial Domain, Geoinformatica, 12(1):91-115. PDF

Soh, L.-K., A. Samal, and J. Zhang (2006). A Task-Based Approach to User Interface Design for a Web-Based Hydrologic Information System, Transactions on GIS, 10(3):417-449.PDF

Image Processing, Remote Sensing

Lorang, E., L.-K. Soh, M. Datla, and S. Kulwicki (2016). Developing an Image-Based Classifier for Detecting Poetic Content in Historic newspaper Collections, D-Lib Magazine, 21(7/8), DOI:10.1045/july2015-lorang.

Soh, L.-K., C. Tsatsoulis, D. Gineris, and C. Bertoia (2004). ARKTOS: An Intelligent System for Satellite Sea Ice Images, IEEE Transactions on Geoscience and Remote Sensing, 42(1):229-248. (Paper referenced by The Bibliography on Cold Regions Science and Technology, currently compiled by the American Geological Institute, at http://www.coldregions.org/cralert.htm#C_C_N390)

Soh, L.-K. (2003). A Multiresolution, Dynamic and Adaptive Image Quantization Methodology: Automation and Analysis, Journal of Electronic Imaging, 12(2):229-243.

Soh, L.-K. and C. Tsatsoulis (2002). ARKTOS: A Knowledge Engineering Software Tool for Images, International Journal of Human-Computer Studies, 57(6):469-496.

Soh, L.-K. and C. Tsatsoulis (2000). Using Learning by Discovery to Segment Remotely Sensed Images, in Proceedings of the 17th International Conference on Machine Learning (ICML-2000), June 29 – July 2, Stanford, CA, pp. 919-926. PDF

Soh, L.-K. and C. Tsatsoulis (2000). Separating Touching Objects in Remote Sensing Imagery: The Restricted Growing Concept and Implementations, IEEE Transactions on Image Processing, 9(2):312-315.

Soh, L.-K. and C. Tsatsoulis (1999). Unsupervised Segmentation of ERS and RADARSAT Sea Ice Images Using Multiresolution Peak Detection and Aggregated Population Equalization, International Journal of Remote Sensing, 20(15&16):3087-3109.

Soh, L.-K. and C. Tsatsoulis (1999). Segmentation for Satellite Imagery of Natural Scenes Using Data Mining, IEEE Transactions on Geoscience and Remote Sensing, 37(2):1086-1099.

Soh, L.-K. and C. Tsatsoulis (1999). Texture Analysis of SAR Sea Ice Imagery Using Gray Level Co-occurrence Matrices, IEEE Transactions on Geoscience and Remote Sensing, 37(2):780-795.

Haverkamp, D., L.-K. Soh, and C. Tsatsoulis (1995). A Comprehensive, Automated Approach to Determining Sea Ice Thickness from SAR Data, IEEE Transactions on Geoscience and Remote Sensing, 33(1):46-57.