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AIPS
2000
13 years 6 months ago
Representations of Decision-Theoretic Planning Tasks
Goal-directed Markov Decision Process models (GDMDPs) are good models for many decision-theoretic planning tasks. They have been used in conjunction with two different reward stru...
Sven Koenig, Yaxin Liu
JETAI
2002
69views more  JETAI 2002»
13 years 4 months ago
The interaction of representations and planning objectives for decision-theoretic planning tasks
We study decision-theoretic planning or reinforcement learning in the presence of traps such as steep slopes for outdoor robots or staircases for indoor robots. In this case, achi...
Sven Koenig, Yaxin Liu
AAAI
2006
13 years 6 months ago
Functional Value Iteration for Decision-Theoretic Planning with General Utility Functions
We study how to find plans that maximize the expected total utility for a given MDP, a planning objective that is important for decision making in high-stakes domains. The optimal...
Yaxin Liu, Sven Koenig
AIPS
1994
13 years 6 months ago
Arguing about Plans: Plan Representation and Reasoning for Mixed-initiative Planning
We consider the problem of representing plans for mixed-initiative planning, where several participants cooperate to develop plans. We claim that in such an environment, a crucial...
George Ferguson, James F. Allen
IROS
2006
IEEE
134views Robotics» more  IROS 2006»
13 years 11 months ago
Bridging the Gap between Task Planning and Path Planning
— Autonomous service robots have to recognize and interpret their environment to be able to interact with it. This paper will focus on service tasks such as serving a glass of wa...
Franziska Zacharias, Christoph Borst, Gerd Hirzing...