Approximate dynamic programming with affine ADDs

@inproceedings{Sanner2010ApproximateDP,
  title={Approximate dynamic programming with affine ADDs},
  author={Scott Sanner and William T. B. Uther and Karina Valdivia Delgado},
  booktitle={AAMAS},
  year={2010}
}
The Affine ADD (AADD) is an extension of the Algebraic Decision Diagram (ADD) that compactly represents context-specific , additive and multiplicative structure in functions from a discrete domain to a real-valued range. In this paper, we introduce a novel algorithm for efficiently finding AADD approximations that we use to develop the MADCAP algorithm for AADD-based structured approximate dynamic programming (ADP) with factored MDPs. MADCAP requires less time and space to achieve comparable or… CONTINUE READING

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