Risto Miikkulainen
Professor
My research focuses on biologically-inspired computation such as neural networks and genetic algorithms. On one hand, the goal is to understand biological information processing, and on the other, to develop intelligent artificial systems that learn and adapt by observing and interacting with the environment. The three main focus areas are: (1) Cognitive Science, i.e. models of natural language processing, concept learning, and schema-based vision; (2) Computational Neuroscience, i.e. development, structure, and function of the visual cortex and episodic memory; (3) Neuroevolution, i.e. evolving neural networks with genetic algorithms for sequential decision tasks such as robotics, games, and artificial life.
Computational Predictions on the Receptive Fields and Organization of V2 for Shape Processing (2009)
Yiu Fai Sit and Risto Miikkulainen
Learning Dynamic Obstacle Avoidance for a Robot Arm Using Neuroevolution (2009)
Thomas D'Silva, Risto Miikkulainen
Evolving Neural Networks for Strategic Decision-Making Problems (2009)
Nate Kohl and Risto Miikkulainen
Evolving Symmetric and Modular Neural Networks for Distributed Control (2009)
Vinod K. Valsalam and Risto Miikkulainen
Temporal Convolution Machines for Sequence Learning (2009)
Alan J Lockett and Risto Miikkulainen
Evolving Multi-modal Behavior in NPCs (2009)
Jacob Schrum and Risto Miikkulainen
Evolving Symmetric and Modular Neural Network Controllers for Multilegged Robots (2009)
Vinod K. Valsalam and Risto Miikkulainen
Evolving Neural Networks for Fractured Domains (2008)
Nate Kohl and Risto Miikkulainen
Modular Neuroevolution for Multilegged Locomotion (2008)
Vinod K. Valsalam and Risto Miikkulainen
Constructing Complex NPC Behavior via Multi-Objective Neuroevolution (2008)
Jacob Schrum and Risto Miikkulainen
Online Kernel Selection for Bayesian Reinforcement Learning (2008)
Joseph Reisinger and Peter Stone and Risto Miikkulainen
Transfer of Evolved Pattern-Based Heuristics in Games (2008)
Erkin Bahceci and Risto Miikkulainen
Accelerated Neural Evolution through Cooperatively Coevolved Synapses (2008)
Faustino Gomez, Juergen Schmidhuber, and Risto Miikkulainen
Memory Processes in Perceptual Decision Making (2008)
Manish Saggar, Risto Miikkulainen, David M Schnyer
Incremental Nonmonotonic Sentence Interpretation through Semantic Self-Organization (2008)
Marshall R. Mayberry III and Risto Miikkulainen
Evolving Opponent Models for Texas Hold 'Em (2008)
Alan J Lockett and Risto Miikkulainen
Coevolving Strategies for General Game Playing (2007)
Joseph Reisinger, Erkin Bahceci, Igor Karpov and Risto Miikkulainen
Detecting Motion in the Environment with a Moving Quadruped Robot (2007)
Peggy Fidelman, Thayne Coffman and Risto Miikkulainen
Coevolution of Role-Based Cooperation in Multi-Agent Systems (2007)
Chern Han Yong and Risto Miikkulainen
Acquiring Evolvability through Adaptive Representations (2007)
Joseph Reisinger and Risto Miikkulainen