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Mutual Information Sensitivity #176
Commits on Jul 15, 2024
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Commits on Jul 16, 2024
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KSRank is stochastic and slight variations in the outcome measures are possible. New tests check whether parameters are correctly identified as sensitive.
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Commits on Jul 17, 2024
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Make tests less sensitive to random variability in the sensitivity criterion. Also indicate the random variability influence in the documentation.
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Add more detailed explanation of f(Y) function signature, and fix typos in math.
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Commits on Jul 18, 2024
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Add description of returned KSRankResult struct
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Commits on Jul 19, 2024
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Commits on Jul 22, 2024
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Rename ks_rank to rsa and fix docs
Renamed KS_Rank to RSA in line with how the method is known in literature.
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Commits on Jul 24, 2024
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Bump lower bound of StatsBase to 0.33.7
fix compatibility issues with SortingAlgorithms.jl
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Merge pull request #1 from max-de-rooij/compat
Bump lower bound of StatsBase to 0.33.7
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Commits on Jul 25, 2024
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Make tests faster and modify default
Modify default argument of n_dummy_parameters to 10
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Commits on Jul 30, 2024
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Add mutual information sensitivity analysis method from Lüdtke, N., Panzeri, S., Brown, M., Broomhead, D. S., Knowles, J., Montemurro, M. A., & Kell, D. B. (2007). Information-theoretic sensitivity analysis: a general method for credit assignment in complex networks. Journal of The Royal Society Interface, 5(19), 223–235. https://doi.org/10.1098/RSIF.2007.1079
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Commits on Aug 1, 2024
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Update dependency to ComplexityMeasures
As `ComplexityMeasures` is being maintained, choose this dependency instead of `InformationMeasures` which has not been updated in 4 years.
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Update src/mutual_information_sensitivity.jl
Co-authored-by: George Datseris <[email protected]>
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Commits on Aug 2, 2024
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Update mutual_information_sensitivity.jl
Update docstring to include additional detail about the discretization entropy.
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Commits on Aug 7, 2024
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Commits on Aug 8, 2024
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Simplify and remove higher orders
Second order and total order give some weird results. For now, I've implemented a very basic version of the first order sensitivities using mutual information. The outcomes also correspond to the sobol first order outcomes.
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Commits on Aug 9, 2024
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