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- W31493863 abstract "The generalization of policies in reinforcement learning is a main issue, both from the theoretical model point of view and for their applicability. However, generalizing from a set of examples or searching for regularities is a problem which has already been intensively studied in machine learning. Our work uses techniques in which generalizations are constrained by a language bias, in order to regroup similar states. Such generalizations are principally based on the properties of concept lattices. To guide the possible groupings of similar environment's states, we propose a general algebraic framework, considering the generalization of policies through a set partition of the states and using a language bias as an a priori knowledge. We give an application as an example of our approach by proposing and experimenting a bottom-up algorithm." @default.
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- W31493863 date "2007-10-24" @default.
- W31493863 modified "2023-09-28" @default.
- W31493863 title "Policies Generalization in Reinforcement Learning using Galois Partitions Lattices" @default.
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