PGM
Trying to grasp intuition behind inference on Probabilistic Graphical Model is difficult. This project is an
attempt to make the visualization of three different algorithms sum-product, max-product, and max-sum algorithm and
also shows an application of Markov Random Field to perform image de-noising, which is an important task in image pre-processing.
Example Graph, with their joint distribution:
Here is animation showing intermediate of the following algorithms:
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Sum-product:
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Max-product:
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Max-sum:
Please refer to FinalNB for the complete code.
Here's a link to Presentation created out of this project.
PS: This is a project assignment for course CSE627 at Miami University.