On experiences in a complex and competitive gaming domain: Reinforcement learning meets robocup

M Riedmiller, T Gabel - 2007 IEEE Symposium on …, 2007 - ieeexplore.ieee.org
RoboCup soccer simulation features the challenges of a fully distributed multi-agent domain
with continuous state and action spaces, partial observability, as well as noisy perception …

An overview of robocup-2002 fukuoka/busan

M Asada, O Obst, D Polani, B Browning, A Bonarini… - AI magazine, 2003 - ojs.aaai.org
This article reports on the Sixth Robot World Cup Competition and Conference (RoboCup-
2002) Fukuoka/Busan, which took place from 19 to 25 June in Fukuoka, Japan. It was the …

Cbr for state value function approximation in reinforcement learning

T Gabel, M Riedmiller - International Conference on Case-Based …, 2005 - Springer
CBR is one of the techniques that can be applied to the task of approximating a function over
high-dimensional, continuous spaces. In Reinforcement Learning systems a learning agent …

Improved neural fitted Q iteration applied to a novel computer gaming and learning benchmark

T Gabel, C Lutz, M Riedmiller - 2011 IEEE Symposium on …, 2011 - ieeexplore.ieee.org
Neural batch reinforcement learning (RL) algorithms have recently shown to be a powerful
tool for model-free reinforcement learning problems. In this paper, we present a novel …

[PDF][PDF] Learning a Partial Behavior for a Competitive Robotic Soccer Agent.

T Gabel, MA Riedmiller - Künstliche Intell., 2006 - tgabel.de
Neuroinformatics Group, University of Osnabrück, 49069 Osnabrück Robotic soccer is a
highly competitive domain. Accordingly, the use of learnt behaviors in this application field …

RoboCup-2003: New scientific and technical advances

E Pagello, E Menegatti, A Bredenfel, P Costa… - AI magazine, 2004 - ojs.aaai.org
This article reports on the RoboCup-2003 event. RoboCup is no longer just the Soccer
World Cup for autonomous robots but has evolved to become a coordinated initiative …

[PDF][PDF] I Know What You're Doing: A Case Study on Case-Based Opponent Modeling and Low-Level Action Prediction.

T Gabel, E Godehardt - ICCBR (Workshops), 2015 - ceur-ws.org
This paper focuses on an investigation of case-based opponent player modeling in the
domain of simulated robotic soccer. While in previous and related work it has frequently …

MRT: Robotics off-the-shelf with the modular robotic toolkit

A Bonarini, M Matteucci, M Restelli - Software Engineering for …, 2007 - Springer
Since robotic applications are becoming more and more sophisticated, the design,
development, and maintenance of the related software may benefit from a modular …

[图书][B] Mechatronics for safety, security and dependability in a new era

E Arai, T Arai - 2006 - books.google.com
Mechatronics for Safety, Security and Dependability in a New Era contains selected leading
papers from the International Conference on Machine Automation 2004, the work of …

RoboCup humanoid challenge

NM Mayer, M Asada - International Journal of Humanoid Robotics, 2008 - World Scientific
We describe here the humanoid challenge that is part of the RoboCup robot soccer
competitions. We focus on how relevant research issues of humanoid robotics—for example …