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» Planning with Partial Preference Models
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ATAL
2010
Springer
13 years 8 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
ECAI
2008
Springer
13 years 8 months ago
Diagnosis of Simple Temporal Networks
In many domains successful execution of plans requires careful monitoring and repair. Diagnosis of plan execution supports this process by identifying causes of plan failure. Most ...
Nico Roos, Cees Witteveen
CORR
2011
Springer
160views Education» more  CORR 2011»
12 years 11 months ago
Compositional Model Repositories via Dynamic Constraint Satisfaction with Order-of-Magnitude Preferences
The predominant knowledge-based approach to automated model construction, compositional modelling, employs a set of models of particular functional components. Its inference mecha...
Jeroen Keppens, Qiang Shen
FOIKS
2010
Springer
13 years 10 months ago
Towards a Unified Model of Preference-Based Argumentation
Abstract. Argumentation is a reasoning model based on the construction and the evaluation of arguments. In his seminal paper, Dung has proe most abstract argumentation framework. I...
Jean-Rémi Bourguet, Leila Amgoud, Rallou Th...
ICMLA
2008
13 years 8 months ago
A Predictive Model for Imitation Learning in Partially Observable Environments
Learning by imitation has shown to be a powerful paradigm for automated learning in autonomous robots. This paper presents a general framework of learning by imitation for stochas...
Abdeslam Boularias