Advanced Bayesian Inference, Spring 2022

Class Projects from courses such as Probabilistic Graphical Network, Biostatistics II, etc.

Re: Advanced Bayesian Inference, Spring 2022

Postby mlwilcox » Tue Apr 19, 2022 12:06 pm

Attached are my updated code and results. I'm also attaching my data file again, and images of the 25 structures that I'm testing in the code.

The code was updated to compute and output the fold-changes for each possible pair of structures for BGe and BDe score generated using bnlearn and BiDAG. A fold-change >1 indicates that the second structure in the pair is more likely than the first structure; while a fold-change <1 indicates that the first structure is more likely. I then compared the fold-changes for BGe generated using bnlearn to the fold-changes for BGe using BiDAG, and identified discrepant results (i.e., when the fold-change from bnlearn was <1 and that from BiDAG was >1, or vice versa). Similarly, I identified discrepancies for BDe scores generated using bnlearn vs. BiDAG. The discrepancies are highlighted in the Excel file ending in "Comp25Strcts_mlw". For BGe, there were 19 (6.33%) discrepant pairwise comparisons. For BDe, there were 55 (18.33%) discrepant pairwise comparisons. Also, the log scores were the same for all i-equivalent structures for both BGe and BDe using both bnlearn and BiDAG (see output file ending in "Scores25Strcts").

In addition to updating the above, I have started drafting my final paper.
Attachments
Wilcox_PHC7083_Class Proj 25 Structures_18Apr2022.docx
Imagine of 25 structures
(429.58 KiB) Downloaded 27 times
Wilcox_PHC7083_Project_Routput_Comp25Strcts_mlw.xlsx
Output of structure comparisons
(31.08 KiB) Downloaded 24 times
Wilcox_PHC7083_Project_Routput_Scores25Strcts.xlsx
Output of log scores
(10.03 KiB) Downloaded 28 times
Merged_12345 reduced.csv
data file
(22.89 MiB) Downloaded 27 times
Project Code_2022.04.12.R
R code
(16.92 KiB) Downloaded 31 times
mlwilcox
 
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