Hierarchical ensemble method based on factor graph


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Documentation for package ‘fgga’ version 1.15.0

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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 Cross-Ontology Annotation model
fgga2bipartite Forney Factor Graph model
fHierarchicalMeasures Individual and hierarchical F-measures
fMeasures Individual and hierarchical F-measures
fMeasuresByLevel Individual and hierarchical F-measures
maxDistancegraphOnto Maximum distance for a graph
msgFGGA Message passing algorithm between nodes of the Forney Factor Graph
preCoreFG Transitive closure processing of a cross-ontology DAG
svmOnto Ontology-term predictions by binary SVM classifiers
svmTrain Binary SVM classification models for individual Ontology-term predictions
tableTPG Valid configurations for hidden variable nodes in a Forney Factor Graph
varianceOnto The variance of the gaussian learning noise at individual Ontology-terms