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» Instance-Based Action Models for Fast Action Planning
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UM
2005
Springer
15 years 11 months ago
Decision Theoretic Dialogue Planning for Initiative Problems
The taking of initiative has significance in spoken language dialogue systems and in human-computer interaction. A system that takes no initiative may fail to seize opportunities ...
Bryan McEleney, Gregory M. P. O'Hare
ATAL
2010
Springer
15 years 7 months ago
Risk-sensitive planning in partially observable environments
Partially Observable Markov Decision Process (POMDP) is a popular framework for planning under uncertainty in partially observable domains. Yet, the POMDP model is riskneutral in ...
Janusz Marecki, Pradeep Varakantham
AGENTS
1997
Springer
15 years 10 months ago
Decision Making and Plan Management by Autonomous Agents: Theory, Implementation and Applications
A generic architecture for autonomous agents is presented. In commonwith other current proposals the agent is capable of reacting to and reasoning about events which occur in its ...
Subrata Kumar Das, John Fox, D. Elsdon, Peter Hamm...
AIPS
2007
15 years 8 months ago
Learning to Plan Using Harmonic Analysis of Diffusion Models
This paper summarizes research on a new emerging framework for learning to plan using the Markov decision process model (MDP). In this paradigm, two approaches to learning to plan...
Sridhar Mahadevan, Sarah Osentoski, Jeffrey Johns,...
JAIR
2007
79views more  JAIR 2007»
15 years 5 months ago
Probabilistic Planning via Heuristic Forward Search and Weighted Model Counting
We present a new algorithm for probabilistic planning with no observability. Our algorithm, called Probabilistic-FF, extends the heuristic forward-search machinery of Conformant-F...
Carmel Domshlak, Jörg Hoffmann