Name : R-LogisticCopula
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Version : 0.1.0
| Vendor : obs://build_opensuse_org/devel:languages:R
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Release : lp156.1.1
| Date : 2024-09-10 03:51:46
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Group : Development/Libraries/Other
| Source RPM : R-LogisticCopula-0.1.0-lp156.1.1.src.rpm
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Size : 0.16 MB
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Packager : https://www_suse_com/
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Summary : A Copula Based Extension of Logistic Regression
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Description :
An implementation of a method of extending a logistic regression model beyond linear effects of the co-variates. The extension in is constructed by first equating the logistic regression model to a naive Bayes model where all the margins are specified to follow natural exponential distributions conditional on Y, that is, a model for Y given X that is specified through the distribution of X given Y, where the columns of X are assumed to be mutually independent conditional on Y. Subsequently, the model is expanded by adding vine - copulas to relax the assumption of mutual independence, where pair-copulas are added in a stage-wise, forward selection manner. Some heuristics are employed during the process of selecting edges, as well as the families of pair-copula models. After each component is added, the parameters are updated by a (smaller) number of gradient steps to maximise the likelihood. When the algorithm has stopped adding edges, based the criterion that a new edge should improve the likelihood more than k times the number new parameters, the parameters are updated with a larger number of gradient steps, or until convergence.
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RPM found in directory: /packages/linux-pbone/ftp5.gwdg.de/pub/opensuse/repositories/devel:/languages:/R:/autoCRAN/15.6/x86_64 |