tsBNgen 1.0.0

Generate time series data from an arbitrary Bayesian network

Description

tsBNgen is a Python package to generate time series data based on an arbitrary Bayesian Network Structures.

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Citation

For the correct citation please visit https://github.com/manitadayon/tsBNgen

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Features

• It handles discrete nodes, continous nodes and hybrid (Mixture of discrete and continuous) network.

• It uses multinomila distribution for the discrete nodes and Gaussian distribution for the continuous nodes.

• It handles arbitrary Bayesian network structure.

• It supports arbitrary loopback values.

• The code can be modified easily to handle arbitrary static and temporal structures.

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Instruction

To run this code either clone this repo or use the package distribution in PyPI using the following commands:

pip install tsBNgen

Then Run through the set of examples in

Time_Series_Generation_Examples.ipynb

For more information on how to use the package please visit the following:

1. Original paper
2. Documentation in PDF available in the github repository.

License

This software is released under the MIT liecense.