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» Managing Complexity in Large Learning Robotic Systems
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AUSAI
2008
Springer
13 years 9 months ago
Clustering with XCS on Complex Structure Dataset
Learning Classifier System (LCS) is an effective tool to solve classification problems. Clustering with XCS (accuracy-based LCS) is a novel approach proposed recently. In this pape...
Liangdong Shi, Yang Gao, Lei Wu, Lin Shang
RAS
2010
109views more  RAS 2010»
13 years 6 months ago
Combining active learning and reactive control for robot grasping
Grasping an object is a task that inherently needs to be treated in a hybrid fashion. The system must decide both where and how to grasp the object. While selecting where to grasp...
Oliver Krömer, Renaud Detry, Justus H. Piater...
IROS
2008
IEEE
125views Robotics» more  IROS 2008»
14 years 2 months ago
Dynamic correlation matrix based multi-Q learning for a multi-robot system
—Multi-robot reinforcement learning is a very challenging area due to several issues, such as large state spaces, difficulty in reward assignment, nondeterministic action selecti...
Hongliang Guo, Yan Meng
AO
2006
128views more  AO 2006»
13 years 7 months ago
Towards ontologies for formalizing modularization and communication in large software systems
Large software systems are modularized in order to improve manageability. The parts of the software system communicate in order to achieve the desired functionality. To better und...
Daniel Oberle, Steffen Lamparter, Stephan Grimm, D...
AGENTS
1997
Springer
13 years 12 months ago
Learning View Graphs for Robot Navigation
Abstract. We present a purely vision-based scheme for learning a topological representation of an open environment. The system represents selected places by local views of the surr...
Matthias O. Franz, Bernhard Schölkopf, Philip...