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ICRA
2002
IEEE
92views Robotics» more  ICRA 2002»
14 years 2 months ago
Resolution Complete Rapidly-Exploring Random Trees
Trajectory design for high-dimensional systems with nonconvex constraints is a challenging problem considered in this paper. Classical dynamic programming is often employed, but c...
Peng Cheng, Steven M. LaValle
GECCO
2008
Springer
135views Optimization» more  GECCO 2008»
13 years 11 months ago
Context-dependent predictions and cognitive arm control with XCSF
While John Holland has always envisioned learning classifier systems (LCSs) as cognitive systems, most work on LCSs has focused on classification, datamining, and function appro...
Martin V. Butz, Oliver Herbort
ECML
2007
Springer
14 years 4 months ago
Imitation Learning Using Graphical Models
Imitation-based learning is a general mechanism for rapid acquisition of new behaviors in autonomous agents and robots. In this paper, we propose a new approach to learning by imit...
Deepak Verma, Rajesh P. N. Rao
ROBOCUP
2007
Springer
153views Robotics» more  ROBOCUP 2007»
14 years 4 months ago
Model-Based Reinforcement Learning in a Complex Domain
Reinforcement learning is a paradigm under which an agent seeks to improve its policy by making learning updates based on the experiences it gathers through interaction with the en...
Shivaram Kalyanakrishnan, Peter Stone, Yaxin Liu
ROBOCUP
2004
Springer
118views Robotics» more  ROBOCUP 2004»
14 years 3 months ago
Approaching Urban Disaster Reality: The ResQ Firesimulator
The RoboCupRescue Simulation project aims at simulating large-scale disasters in order to explore coordination strategies helpful for real-life rescue missions. This can only be ac...
Timo A. Nüssle, Alexander Kleiner, Michael Br...