Applying Latent Dirichlet Allocation to Group Discovery in Large Graphs
(with K. Henderson),
Proceedings of the 24th Annual ACM Symposium on Applied Computing
(ACM-SAC'09), Honolulu, HI, March 2009.
GRAPHITE: A Visual Query System for Large Graphs
(with D. H. Chau, C. Faloutsos, H. Tong, J. Hong, and B. Gallagher),
Proceedings of the 8th IEEE International Conference on Data Mining
(ICDM'08), Pisa, Italy, December 2008.
Fast Mining of Complex Time-Stamped Events
(with H. Tong, Y. Sakurai, and C. Faloutsos),
Proceedings of the 17th ACM Conference on Information and
Knowledge Management (CIKM'08), Napa Valley, CA, October 2008.
Two Heads Better than One: Pattern Discovery in Time-evolving Multi-Aspect
Data
(with J. Sun, C. Tsourakakis, E. Hoke, and C. Faloutsos),
Proceedings of the 2008 European Conference on Machine Learning & Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD'08),
Antwerp, Belgium, September 2008. Also forthcoming in Data Mining and Knowledge Discovery Journal, 2008.
Collective Classification in Network Data
(with P. Sen, G. Namata, M. Bilgic, L. Getoor, and B. Gallagher),
AI Magazine, Special Issue on AI and Networks, 29(3):93-106, 2008.
Using Ghost Edges for Classification in Sparsely Labeled Networks
(with B. Gallagher, H. Tong, and C. Faloutsos),
Proceedings of the Fourteenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'08),
Las Vegas, NV, August 2008.
Leveraging Label-Independent Features for Classification
in Sparsely Labeled Networks: An Empirical Study
(with B. Gallagher),
Proceedings of the Second ACM SIGKDD Workshop on Social Network Mining and Analysis (SNA-KDD'08),
Las Vegas, NV, August 2008.
Finding Mixed-Memberships in Social Networks (with P.S. Koutsourelakis),
Papers from the 2008 AAAI Spring Symposium on Social Information Processing (AAAI-SS'08),
Stanford, CA, March 2008.
An Evaluation of Experimental Methodology for Classifiers of Relational Data
(with B. Gallagher), 2007 IEEE International Conference on Data Mining,
Workshop on Mining Graphs and Complex Structures (MGCS'07), Omaha, NE, October 2007.
Fast Best-Effort Pattern Matching in Large Attributed Graphs (with H. Tong, B. Gallagher, and C. Faloutsos),
Proceedings of the Thirteenth ACM SIGKDD International Conference on Knowledge Discovery and
Data Mining (KDD'07), San Jose, CA, 2007, pp. 737-746.
A Position Paper: Value of Information for Evidence Detection. (with D.L. Roberts),
Papers from the 2006 AAAI Fall Symposium on Capturing and Using Patterns for Evidence Detection (AAAI-FS'06), AAAI Press, Washington, D.C., October, 2006.
Visual Analysis of Large Heterogeneous Social Networks by Semantic and Structural
Abstraction (with Z. Shen and K.-L. Ma), IEEE Transactions on Visualization
and Computer Graphics, Special Issue on Visual Analytics, 12(6): 1427-1439, 2006
Similarity in Computational Sciences (with T. Critchlow),
Abstracts from the 2005 Learning Workshop (invited
contribution), Snowbird, UT, April 5-8, 2005.
Knowledge Representation Issues in Semantic Graphs for Relationship Detection
(with M. Barthelemy and E. Chow), Papers from the 2005 AAAI Spring Symposium on AI Technologies for Homeland Security (AAAI-SS'05), AAAI Press, Stanford, CA, 2005, pp. 91-98.
A Hybrid Approach to Multiresolution Modeling of Large-Scale Scientific Data
(with T. Critchlow),
Proceedings of the Twentieth Annual ACM Symposium on Applied Computing (ACM SAC'05), Santa Fe, NM, 2005, pp. 511-518.
Statistical Modeling of Large-Scale Scientific Simulation Data (with
C. Baldwin, G. Abdulla, and T. Critchlow),
New Generation of Data Mining Applications,
Eds: J. Zurada and M. Kantardzic, IEEE Press/Wiley Publishers, February 2005.
Multivariate Clustering of Large-Scale Scientific Simulation Data
(with T. Critchlow),
Technical Report UCRL-JC-151860-REV-1,
Lawrence Livermore National Laboratory, Livermore, CA, 2003.
A System for Building Intelligent Agents that Learn to Retrieve and Extract Information (with J. Shavlik),
International Journal on User Modeling and User-Adapted Interaction,
Special Issue on User Modeling and Intelligent Agents, 13, 2003, pp. 35-88.
The Evolution of a Hierarchical Partitioning Algorithm for Large-Scale
Scientific Data: Three Steps of Increasing Complexity
(with C. Baldwin, G. Abdulla, and T. Critchlow),
Proceedings of the Fifteenth International Conference on Scientific
and Statistical Data Base Management (SSDBM'03), Cambridge, MA, 2003.
Intelligent Web Agents that Learn to Retrieve and Extract Information (with J. Shavlik),
Intelligent Exploration of the Web,
Eds: P.S. Szczepaniak, F. Segovia, J. Kacprzyk, and L.A. Zadeh,
Springer-Verlag Publishers, 2003.
Statistical Modeling of Large-Scale Simulation Data
(with T. Critchlow and G. Abdulla),
Proceedings of the Eighth ACM SIGKDD International Conference
on Knowledge Discovery and Data Mining (KDD'02), Edmonton, Alberta, Canada, 2002.
Building Intelligent Agents that Learn to Retrieve and Extract Information.
PhD Thesis. Computer Sciences Department. University of Wisconsin, Madison, WI, 2001.
A Theory-Refinement Approach to Information Extraction (with J. Shavlik),
Proceedings of the Eighteenth International
Conference on Machine Learning (ICML'01), Williamstown, MA, 2001.
An
Instructable, Adaptive Interface for Discovering and Monitoring Information
on the World Wide Web (with J. Shavlik, S. Calcari, and J. Solock),
Proceedings of the 1999 International Conference on Intelligent
User Interfaces (IUI'99), Redondo Beach, CA, 1999.
Using a Trained Text Classifier to Extract Information
(with J. Shavlik), Technical Report, July 1999.
Intelligent Agents for Web-Based Tasks: An Advice-Taking Approach (with J. Shavlik),
Working Notes of the AAAI/ICML'98 Workshop on Learning for Text
Categorization, Madison, WI, 1998.
Building Intelligent Agents for Web-Based Tasks: A Theory-Refinement Approach
(with J. Shavlik),
Presented at the Conf on Automated Learning and Discovery Workshop
on Learning from Text and the Web (CONALD'98), Pittsburgh, PA, 1998.
Visual Support
for the ISLE Simulation Environment.
Master's Thesis. Department of Computer Science. University of Illinois,
Urbana, IL, 1995.