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A Memory Constrained Approximate Bayesian Inference Approach Using Incremental Construction of Clique Trees

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posted on 16.07.2021, 08:06 by Shivani BathlaShivani Bathla, Vinita Vasudevan
The complexity of inference using the belief propagation algorithms increases exponentially with the maximum clique size. We describe an approximate inference approach when there are clique size limitations due to memory constraints using incremental construction of clique trees.

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Email Address of Submitting Author

ee13s064@ee.iitm.ac.in

ORCID of Submitting Author

0000-0002-1109-0836

Submitting Author's Institution

Indian Institute of Technology, Madras

Submitting Author's Country

India

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