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Subramanian, S. Ganapathi. (2018). Reinforcement Learning for Determining Spread Dynamics of Spatially Spreading Processes with Emphasis on Forest Fires. Electrical and Computer Engineering, University of Waterloo. Retrieved from http://hdl.handle.net/10012/13148
Subramanian, S. Ganapathi, Ghojogh, B. , Sambee, J. Singh, & Crowley, M. . (2018). Decision Assist For Self-Driving Cars. In 31st Canadian Conference on Artificial Intelligence, Toronto (pp. 381 - 387). Springer. Retrieved from https://link.springer.com/book/10.1007/978-3-319-89656-4
Subramanian, S. Ganapathi, & Crowley, M. . (2018). Combining MCTS and A3C for Prediction of Spatially Spreading Processes in Forest Wildfire Setting. In 31st Canadian Conference on Artificial Intelligence, Toronto (pp. 285-291). Springer. Retrieved from https://link.springer.com/book/10.1007/978-3-319-89656-4
Subramanian, S. Ganapathi, & Crowley, M. . (2018). Using Spatial Reinforcement Learning to Build Forest Wildfire Dynamics Models from Satellite Images. Journal of Frontiers in ICT- Environmental Informatics. Retrieved from https://www.frontiersin.org/articles/10.3389/fict.2018.00006/full?&utm_source=Email_to_authors_&utm_medium=Email&utm_content=T1_11.5e1_author&utm_campaign=Email_publication&field=&journalName=Frontiers_in_ICT&id=334036
Subramanian, S. Ganapathi, & Crowley, M. . (2017). Learning Forest Wildfire Dynamics from Satellite Images using Reinforcement Learning. In Conference on Reinforcement Learning and Decision Making (pp. 244-248). Retrieved from http://www.princeton.edu/~ndaw/RLDM17ExtendedAbstracts.pdf
Subramanian, S. Ganapthi, & Ganesh, A. . (2015). Spatial Decision Support System for Industrial Robots. In Innovations in Marine Electrical and Electronics Engineering. Retrieved from https://uwaterloo.ca/scholar/s2ganapa/spatial-decision-support-system-industrial-robots