neural networks research group
areas
people
projects
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software/data
Multimodal Behavior in One Life Ms. Pac-Man (2014)
Author: Jacob Schrum
People
Jacob Schrum
Ph.D. Alumni
schrum2 [at] southwestern edu
Projects
The Role of Emotion and Communication in Cooperative Behavior
2013 - 2016
Learning Strategic Behavior in Sequential Decision Tasks
2009 - 2014
Publications
Evolving Multimodal Behavior With Modular Neural Networks in Ms. Pac-Man
Jacob Schrum and Risto Miikkulainen
In
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2014)
, 325--332,...
2014
Evolving Multimodal Behavior Through Modular Multiobjective Neuroevolution
Jacob Schrum
PhD Thesis, The University of Texas at Austin, Austin, TX 78712, May 2014. Tech Report TR-14-07.
2014
Solving Interleaved and Blended Sequential Decision-Making Problems through Modular Neuroevolution
Jacob Schrum and Risto Miikkulainen
In
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2015)
, 345--352,...
2015
Discovering Multimodal Behavior in Ms. Pac-Man through Evolution of Modular Neural Networks
Jacob Schrum and Risto Miikkulainen
IEEE Transactions on Computational Intelligence and AI in Games
, 8(1):67--81, March 2016.
2016
Solving Multiple Isolated, Interleaved, and Blended Tasks through Modular Neuroevolution
Jacob Schrum and Risto Miikkulainen
Evolutionary Computation
, 24(3):459--490, September 2016. MIT Press.
2016
Software/Data
MM-NEAT
Download at GitHub
Modular Multiobjective NEAT is a software fra...
2014
Areas of Interest
Neuroevolution
Multiobjective Optimization
Reinforcement Learning
Game Playing