The Complexity of Plate Probabilistic Models

نویسندگان

  • Fábio Gagliardi Cozman
  • Denis Deratani Mauá
چکیده

Plate-based probabilistic models combine a few relational constructs with Bayesian networks, so as to allow one to specify large and repetitive probabilistic networks in a compact and intuitive manner. In this paper we investigate the combined, data and domain complexity of plate models, showing that they range from polynomial to #P-complete to #EXP-complete.

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تاریخ انتشار 2015