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Recent decision-theoric planning algorithms are able to find optimal solutions in large problems, using Factored Markov Decision Processes (FMDPs). However, these algorithms need a perfect knowledgeâ€¦ (More)

- Olav BangsÃ¸, Pierre-Henri Wuillemin
- FLAIRS Conference
- 2000

Bayesian networks for large and complex domains are difficult to construct and maintain. For example modifying a small network fragment in a repetitive structure might be very time consuming.â€¦ (More)

- Yang Chen, Pierre-Henri Wuillemin, Jean-Marc Labat
- EDM
- 2015

Estimating the prerequisite structure of skills is a crucial issue in domain modeling. Students usually learn skills in sequence since the preliminary skills need to be learned prior to the complexâ€¦ (More)

sdyna is a general framework designed to address large stochastic reinforcement learning (rl) problems. Unlike previous model-based methods in Factored mdps (fmdps), it incrementally learns theâ€¦ (More)

When using Bayesian networks for modelling the behavior of man-made machinery, it usuÂ ally happens that a large part of the model is deterministic. For such Bayesian networks the deterministic partâ€¦ (More)

Bayesian networks are stochastic models, widely adopted to encode knowledge in several fields. One of the most interesting features of a Bayesian network is the possibility of learning its structureâ€¦ (More)

- Pierre-Henri Wuillemin, Lionel Torti
- Int. J. Approx. Reasoning
- 2012

- Mariette Sicard, CÃ©dric Baudrit, M. N. Leclerc-Perlat, Pierre-Henri Wuillemin, Nathalie Perrot
- Expert Syst. Appl.
- 2011

Modelling the cheese ripening process continues to remain a challenge because this process is a complex system. There is still lack of knowledge to understand the interactions taking place atâ€¦ (More)

- Steffen Herbold, Alberto De Francesco, +11 authors Pierre-Henri Wuillemin
- 2015 IEEE 8th International Conference onâ€¦
- 2015

While Service Oriented Architectures (SOAs) are for many parts deployed online, and today often in a cloud, the testing of the systems still happens mostly locally. In this paper, we want to presentâ€¦ (More)

- Lionel Torti, Christophe Gonzales, Pierre-Henri Wuillemin
- Int. J. Approx. Reasoning
- 2013

In many domains where experts are the main source of knowledge, e.g., in reliability and risk management, a framework well suited for modeling, maintenance and exploitation of complex probabilisticâ€¦ (More)