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PLN-team
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PLNmodels
A collection of Poisson lognormal models for multivariate count data analysis
https://pln-team.github.io/PLNmodels
GNU General Public License v3.0
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Integrating ZIPLN to PLNmodels
#116
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jchiquet
closed
8 months ago
jchiquet
commented
8 months ago
Zero inflation with V-EM by mean field approximation.
What is done
Zero inflation with 3 parametrizations
"single" : common, global ZI parameter
"row": row-wise ZI parameter (vector with n entries)
"col": column-wise ZI parameter (vector with p entries)
"covar" : covariate dependent ZI component
ZI with 4 covariance models
"full" : fully parametrized residual covariance
"diagonal" : diagonal residual covariance
"spherical" : spherical residual covariance
"sparse": sparse inverse covariance ($\ell_1$ based penalty)
In progress
[x] proper inclusion and testing of covariates in ZI
[x] finish first batch of testing
[x] double check the documentation
[x] Check and add all required R6 and S3 methods for all ZI objects (predict, coef, sigma)
Latter
Use close form for estimation W|Y by implementing LambertW function
Network-like methods for ZIPLNfit_sparse
ZIPLNnetwork, a collection with PLNfamilly collecting a series of ZIPLNfit_sparse object with automatic grid
Zero inflation with V-EM by mean field approximation.
What is done
In progress
Latter