most cited

Showcase of Highlighted Papers

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selected publications

>=80

  1. Allowing a wildfire to burn: Estimating the effect on future fire suppression costs
    Houtman, Rachel M., Montgomery, Claire A., Gagnon, Aaron R., Calkin, David E., Dietterich, Thomas G., McGregor, Sean, and Crowley, Mark
    International Journal of Wildland Fire 2013

>=60

  1. Allowing a wildfire to burn: Estimating the effect on future fire suppression costs
    Houtman, Rachel M., Montgomery, Claire A., Gagnon, Aaron R., Calkin, David E., Dietterich, Thomas G., McGregor, Sean, and Crowley, Mark
    International Journal of Wildland Fire 2013

>=40

  1. A review of machine learning applications in wildfire science and management
    Jain, Piyush, Coogan, Sean CP, Ganapathi Subramanian, Sriram, Crowley, Mark, Taylor, Steve, and Flannigan, Mike D
    Environmental Reviews 2020
  2. Allowing a wildfire to burn: Estimating the effect on future fire suppression costs
    Houtman, Rachel M., Montgomery, Claire A., Gagnon, Aaron R., Calkin, David E., Dietterich, Thomas G., McGregor, Sean, and Crowley, Mark
    International Journal of Wildland Fire 2013

>=20

  1. A review of machine learning applications in wildfire science and management
    Jain, Piyush, Coogan, Sean CP, Ganapathi Subramanian, Sriram, Crowley, Mark, Taylor, Steve, and Flannigan, Mike D
    Environmental Reviews 2020
  2. Blue Sky Ideas in Artificial Intelligence Education from the EAAI 2017 New and Future AI Educator Program
    Eaton, Eric, Koenig, Sven, Schulz, Claudia, Maurelli, Francesco, Lee, John, Eckroth, Joshua, Crowley, Mark, Freedman, Richard G, Cardona-Rivera, Rogelio E, Machado, Tiago, and Williams, Tom
    2018
  3. Using Spatial Reinforcement Learning to Build Forest Wildfire Dynamics Models From Satellite Images
    Ganapathi Subramanian, Sriram, and Crowley, Mark
    Frontiers in ICT 2018
  4. Anomaly Detection Using Inter-Arrival Curves for Real-time Systems
    Salem, Mahmoud, Crowley, Mark, and Fischmeister, Sebastian
    In 2016 28th Euromicro Conference on Real-Time Systems 2016
  5. PAC Optimal MDP Planning with Application to Invasive Species Management
    Taleghan, Majid Alkaee, Dietterich, Thomas G., Crowley, Mark, Hall, Kim, and Albers, H. Jo
    Journal of Machine Learning Research 2015
  6. Allowing a wildfire to burn: Estimating the effect on future fire suppression costs
    Houtman, Rachel M., Montgomery, Claire A., Gagnon, Aaron R., Calkin, David E., Dietterich, Thomas G., McGregor, Sean, and Crowley, Mark
    International Journal of Wildland Fire 2013
  7. PAC Optimal Planning for Invasive Species Management: Improved Exploration for Reinforcement Learning from Simulator-Defined MDPs
    Dietterich, Thomas G, Alkaee Taleghan, Majid, and Crowley, Mark
    In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI-2013) 2013

>=10

  1. A review of machine learning applications in wildfire science and management
    Jain, Piyush, Coogan, Sean CP, Ganapathi Subramanian, Sriram, Crowley, Mark, Taylor, Steve, and Flannigan, Mike D
    Environmental Reviews 2020
  2. Deep Multi Agent Reinforcement Learning for Autonomous Driving
    Bhalla, Sushrut, Ganapathi Subramanian, Sriram, and Crowley, Mark
    In Canadian Conference on Artificial Intelligence 2020
  3. Blue Sky Ideas in Artificial Intelligence Education from the EAAI 2017 New and Future AI Educator Program
    Eaton, Eric, Koenig, Sven, Schulz, Claudia, Maurelli, Francesco, Lee, John, Eckroth, Joshua, Crowley, Mark, Freedman, Richard G, Cardona-Rivera, Rogelio E, Machado, Tiago, and Williams, Tom
    2018
  4. Using Spatial Reinforcement Learning to Build Forest Wildfire Dynamics Models From Satellite Images
    Ganapathi Subramanian, Sriram, and Crowley, Mark
    Frontiers in ICT 2018
  5. Learning Forest Wildfire Dynamics from Satellite Images Using Reinforcement Learning
    Subramanian, Sriram Ganapathi, and Crowley, Mark
    In Conference on Reinforcement Learning and Decision Making 2017
  6. Anomaly Detection Using Inter-Arrival Curves for Real-time Systems
    Salem, Mahmoud, Crowley, Mark, and Fischmeister, Sebastian
    In 2016 28th Euromicro Conference on Real-Time Systems 2016
  7. PAC Optimal MDP Planning with Application to Invasive Species Management
    Taleghan, Majid Alkaee, Dietterich, Thomas G., Crowley, Mark, Hall, Kim, and Albers, H. Jo
    Journal of Machine Learning Research 2015
  8. Allowing a wildfire to burn: Estimating the effect on future fire suppression costs
    Houtman, Rachel M., Montgomery, Claire A., Gagnon, Aaron R., Calkin, David E., Dietterich, Thomas G., McGregor, Sean, and Crowley, Mark
    International Journal of Wildland Fire 2013
  9. PAC Optimal Planning for Invasive Species Management: Improved Exploration for Reinforcement Learning from Simulator-Defined MDPs
    Dietterich, Thomas G, Alkaee Taleghan, Majid, and Crowley, Mark
    In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI-2013) 2013
  10. Cyclic causal models with discrete variables: Markov chain equilibrium semantics and sample ordering
    Poole, David, and Crowley, Mark
    In IJCAI International Joint Conference on Artificial Intelligence 2013
  11. Policy gradient planning for environmental decision making with existing simulators
    Crowley, Mark, and Poole, David
    In Proceedings of the National Conference on Artificial Intelligence 2011