Hierarchical ensemble method based on factor graph


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Documentation for package ‘fgga’ version 1.1.0

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fgga-package FGGA: Factor Graph Gene ontology Annotation.
CfData A set of characterized protein coding genes from the Cannis familiaris organism annotated to a target GO subgraph considering both experimental and electronic evidence.
createFolds Data splitting function useful for binary classification tasks
fgga Factor Graph GO Annotation model
fgga2bipartite Forney Factor Graph model
msgFGGA Message passing algorithm between nodes of the Forney Factor Graph
preCoreFG Transitive closure processing of a GO DAG
svmGO GO-term predictions by binary SVM classifiers
svmTrain Binary SVM classification models for individual GO-term predictions
tableTPG Valid configurations for hidden variable nodes in a Forney Factor Graph
varianceGO The variance of the gaussian learning noise at individual GO-terms