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Prototype of Long-Short term Graphical Model - a graphical model with an embedded Recurrent Neural Network

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This repository contains sample code implementing the Long Short-term Graphical model presented in the paper

Anand Ramachendran, Steven S. Lumetta, Eric Klee, Deming Chen, "A recurrent Markov state-space generative model for sequences", AISTATS 2019

The following directories are included

  • networks: Contains the base model and associated code (lsgm.py, motif_finder.py, bidirectional_lsgm.py).
  • misc: Contains additional code to support training.
  • applications: Contains code to run model training/evaluation.

The implementation uses pytorch

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Prototype of Long-Short term Graphical Model - a graphical model with an embedded Recurrent Neural Network

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