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2012
L. K. McDowell and Aha, D. W., Semi-Supervised Collective Classification with Hybrid Label Regularization, Proceedings of the 29th International Conference on Machine Learning. Omnipress, Edinburgh, Scotland, pp. 975-982, 2012. Download PDF (376.34 KB)
R. A. Rossi, McDowell, L. K., Aha, D. W., and Neville, J., Transforming graph data for statistical relational learning, Journal of Artificial Intelligence Research, vol. 45, no. 1, pp. 363-441, 2012. Download PDF (989.1 KB)
M. Abramson and Aha, D. W., What is in a URL? Genre classification of webpages from URLs, in AAAI Workshop on Intelligent Techniques for Web Personalization and Recommendation, Toronto (Ontario), Canada, 2012. Download PDF (255.19 KB)
2011
J. Powell, Molineaux, M., and Aha, D. W., Active and Interactive Discovery of Goal Selection Knowledge, in Proceedings of the Twenty-Fourth Florida Artificial Intelligence Research Society Conference, West Palm Beach, FL, 2011. Download PDF (1.22 MB)
M. Klenk, Aha, D. W., and Molineaux, M., The case for case-based transfer learning, AI Magazine, vol. 32, no. 1, pp. 54-69, 2011. Download PDF (1.26 MB)
U. Jaidee, Muñoz-Avila, H., and Aha, D. W., Case-Based Learning in Goal-Driven Autonomy Agents for Real-Time Strategy Combat Tasks, in Case-Based Reasoning in Computer Games: Papers from the ICCBR Workshop, London, 2011. Download PDF (590.07 KB)
B. Auslander, Gupta, K. Moy, and Aha, D. W., Comparative evaluation of anomaly detection algorithms for local maritime video surveillance, in Sensors, and Command, Control, Communications, and Intelligence (C3I) Technologies for Homeland Security and Homeland Defense X, Orlando, FL, 2011. Download PDF (1.56 MB)
D. W. Aha, Molineaux, M., and Klenk, M., Goal-Driven Autonomy, 2011 NRL Review, pp. 164-166, 2011. Download PDF (356.07 KB)
U. Jaidee, Muñoz-Avila, H., and Aha, D. W., Integrated learning for goal-driven autonomy, in Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, Barcelona, Spain, 2011. Download PDF (504.79 KB)
M. Molineaux, Aha, D. W., and Kuter, U., Learning event models that explain anomalies, in Explanation-Aware Computing: Papers from the IJCAI Workshop, Barcelona Spain, 2011. Download PDF (170.83 KB)
D. C. Uthus and Aha, D. W., Plans towards automated chat summarization, in ACL-HLT Workshop on Automatic Summarization for Different Genres, Media, and Languages, Portland, Oregon, 2011. Download PDF (90.67 KB)
I. Guyon, Dror, G., Lemaire, V., Taylor, G., and Aha, D. W., Unsupervised and transfer learning challenge, in International Joint Conference on Neural Networks, San Jose, CA, 2011. Download PDF (204.74 KB)
2010
K. Moy Gupta and Aha, D. W., Adaptive Web Services Brokering, in Machine Interpretations of Patterns: Image Analysis and Data Mining, Singapore: World Scientific Press, 2010. Download PDF (362.15 KB)
H. Muñoz-Avila, Aha, D. W., Jaidee, U., Klenk, M., and Molineaux, M., Applying goal directed autonomy to a team shooter game, Proceedings of the Twenty-Third International Florida Artificial Intelligence Research Society Conference. AAAI Press, Daytona Beach, FL, pp. 465-470, 2010. Download PDF (785.73 KB)
H. Muñoz-Avila and Aha, D. W., A case study of goal-driven autonomy in domination games, in AAAI Workshop on Goal Directed Autonomy, Atlanta, GA, 2010. Download PDF (339.6 KB)
D. W. Aha and Schneider, A., The DARPA Deep Learning Program’s broad evaluation plan, Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, Washington, DC, AIC-11-003, 2010. Download PDF (1.07 MB)
M. Molineaux, Klenk, M., and Aha, D. W., Goal-Driven Autonomy in a Navy Strategy Simulation, Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence. AAAI Press, Atlanta, GA, pp. 1548-1554, 2010. Download PDF (1.09 MB)
H. Muñoz-Avila, Jaidee, U., Aha, D. W., and Carter, E., Goal-Driven Autonomy with Case-Based Reasoning, in Proceedings of the Eighteenth International Conference on Case-Based Reasoning, Alessandria, Italy, 2010. Download PDF (425.97 KB)
L. K. McDowell, Gupta, K. Moy, and Aha, D. W., Meta-prediction in collective classification, in Florida Artificial Intelligence Research Society Conference, Daytona Beach, FL, 2010. Download PDF (648.07 KB)
M. Molineaux, Klenk, M., and Aha, D. W., Planning in Dynamic Environments: Extending HTNs with Nonlinear Continuous Effects, Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence. AAAI Press, Atlanta, GA, pp. 1115-1120, 2010. Download PDF (656.36 KB)
D. W. Aha, Review of the 2008-2009 Joint chat conferences, Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, Washington, DC, 2010. Download PDF (325.43 KB)
2009
M. Molineaux, Aha, D. W., and Sukthankar, G., Beating the defense: Using plan recognition to inform learning agents, in International FLAIRS Conference, Sanibel Island, FL, 2009. Download PDF (552.91 KB)
K. Moy Gupta, Aha, D. W., and Moore, P., Case-based collective inference for maritime object classification, in International Conference on Case-Based Reasoning, Seattle, WA, 2009. Downoad PDF (876.59 KB)
D. W. Aha, Molineaux, M., and Sukthankar, G., Case-based reasoning for transfer learning, in International Conference on Case-Based Reasoning, Seattle, WA, 2009. Download PDF (458.6 KB)
L. K. McDowell, Gupta, K. M., and Aha, D. W., Cautious Collective Classification, Journal of Machine Learning Research, vol. 10, pp. 2777-2836, 2009. Download PDF (513.36 KB)

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