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Multimodal Behavior in One Life Ms. Pac-Man (2014)
Author: Jacob Schrum
People
Jacob Schrum
Ph.D. Alumni
schrum2 [at] southwestern edu
Projects
Learning Strategic Behavior in Sequential Decision Tasks
2009 - 2014
The Role of Emotion and Communication in Cooperative Behavior
2013 - 2016
Publications
Discovering Multimodal Behavior in Ms. Pac-Man through Evolution of Modular Neural Networks
2016
Jacob Schrum and Risto Miikkulainen,
IEEE Transactions on Computational Intelligence and AI in Games
, Vol. 8, 1 (2016), pp. 67--81.
Solving Multiple Isolated, Interleaved, and Blended Tasks through Modular Neuroevolution
2016
Jacob Schrum and Risto Miikkulainen,
Evolutionary Computation
, Vol. 24, 3 (2016), pp. 459--490. MIT Press.
Solving Interleaved and Blended Sequential Decision-Making Problems through Modular Neuroevolution
2015
Jacob Schrum and Risto Miikkulainen, In
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2015)
, pp. 345--352, Madrid, Spain, July 2015. Best Paper: Digital Entertainment and Arts.
Evolving Multimodal Behavior Through Modular Multiobjective Neuroevolution
2014
Jacob Schrum, PhD Thesis, The University of Texas at Austin. Tech Report TR-14-07.
Evolving Multimodal Behavior With Modular Neural Networks in Ms. Pac-Man
2014
Jacob Schrum and Risto Miikkulainen, In
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2014)
, pp. 325--332, Vancouver, BC, Canada, July 2014. Best Paper: Digital Entertainment and Arts.
Software/Data
MM-NEAT
Download at GitHub
Modular Multiobjective NEAT is a software fra...
2014
Related Areas
Game Playing
Multiobjective Optimization
Neuroevolution
Reinforcement Learning
Labs
Neural Networks