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Baum-Welch with Algebraic Decision Diagrams, extending on the CUDD library

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AAU-Dat/CuPAAL

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Dependencies

This project relies on the CUDD library for the implementation of ADDs, and the Storm library for parsing Prism models

There are two immediate options for developing this library. Either you

  1. Install Storm on your machine, which includes CUDD (Recommended, Linux)
  2. Use the supplied devcontainer built on the storm image (Windows)

Usage

To use cupaal from the terminal, we support the following commands:

Option Required Description Defaults
-m / --model Yes Path to the file containing the model description
-s / --sequences Yes Path to the file containing observation sequences
-i / --iterations No Maximum number of iterations for Baum-Welch 100
-e / --epsilon No Convergence criterion; stops if likelihood change is smaller than this 1e-2
-t / --time No Max time to run in seconds; no new iterations after this 240
-o / --output No Name of the file to save the resulting model
-r / --results No Name of the file to save the experimental results

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