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Conference Paper
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. 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)
S. Vattam, Klenk, M., Molineaux, M., and Aha, D. W., Breadth of approaches to goal reasoning: A research survey, in Goal Reasoning: Papers from the ACS Workshop, College Park MD, 2013. Download PDF (150.87 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)
N. Li, Stracuzzi, D. J., Cleveland, G., Konik, T., Shapiro, D., Molineaux, M., Aha, D. W., and Ali, K., Constucting game agents from video of human behavior, in Conference on Artificial Intelligence and Interactive Digital Entertainment, Stanford, CA, 2009. Download PDF (450.73 KB)
K. Laviers, Sukthankar, G., Molineaux, M., and Aha, D. W., Exploiting early intent recognition for competitive advantage, in IJCAI Workshop on Plan, Activity, and Intent Recognition, Pasadena, CA, 2009. Download PDF (2.36 MB)
K. Laviers, Sukthankar, G., Molineaux, M., and Aha, D. W., Improving offensive performance through opponent modeling, in Conference on Artificial Intelligence and Interactive Digital Entertainment, Stanford, CA, 2009. Download PDF (0 bytes)
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)
K. Laviers, Sukthankar, G., Klenk, M., Aha, D. W., and Molineaux, M., Opponent modeling and spatial similarity to retrieve and reuse superior plays, in ICCBR Workshop on Case-Based Reasoning for Computer Games, Seattle, WA, 2009. Download PDF (447.64 KB)
Conference Proceedings
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)
M. Wilson, Molineaux, M., and Aha, D. W., Domain-independent heuristics for goal formulation, Proceedings of the Twenty-Sixth Florida Artificial Intelligence Research Society Conference. AAAI Press, St. Pete Beach, FL, pp. 160-165, 2013. Download PDF (1.18 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)
M. Roberts, Vattam, S., Alford, R., Auslander, B., Karneeb, J., Molineaux, M., Apker, T., Wilson, M., McMahon, J., and Aha, D. W., Iterative goal refinement for robotics, Planning and Robotics: Papers from the ICAPS Workshop. AAAI Press, Portsmouth, NH, 2014. Download PDF (704.64 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)
Journal Article
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)
D. W. Aha, Molineaux, M., and Klenk, M., Goal-Driven Autonomy, 2011 NRL Review, pp. 164-166, 2011. Download PDF (356.07 KB)
M. Klenk, Molineaux, M., and Aha, D. W., Goal-Driven Autonomy for Responding to Unexpected Events in Strategy Simulations, Computational Intelligence, vol. 29, no. 2, pp. 187-206, 2013. download PDF (1.15 MB)
Report
M. Molineaux, Aha, D. W., and Kuter, U., Efficiently explaining deterministic exogenous events in partially observable environments, Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, Washington, DC, AIC-12-081, 2012. Download PDF (181.8 KB)
M. Molineaux and Aha, D. W., Learning models for unknown events, University of Maryland, College Park, Department of Computer Science, College Park, MD, CS-TR-5029, 2014. Download PDF (323.53 KB)
B. Auslander, Molineaux, M., and Aha, D. W., Towards research on goal reasoning with the TAO Sandbox, Naval Research Laboratory, Navy Center for Applied Research on Artificial Intelligence, Washington, DC, AIC-09-155, 2009. Download PDF (277.69 KB)