2016
Reconstructing Causal Biological Networks through Active Learning
Cho H, Berger B, Peng J. Reconstructing Causal Biological Networks through Active Learning. PLOS ONE 2016, 11: e0150611. PMID: 26930205, PMCID: PMC4773135, DOI: 10.1371/journal.pone.0150611.Peer-Reviewed Original ResearchConceptsGaussian Bayesian networksBayesian networkContinuous Bayesian networksDiscrete Bayesian networksBiological networksFast convergenceGreat practical interestGene regulatory networksGraph structurePractical interestQuantitative propertiesSignificant runtime improvementsComplex biological systemsRuntime improvementCausal biological networksSystems biologyCentral problemFinal distributionPrevious approachesNetwork structureResource constraintsData setsLearning algorithmImportant modelActive learning algorithm
2015
Diffusion Component Analysis: Unraveling Functional Topology in Biological Networks
Cho H, Berger B, Peng J. Diffusion Component Analysis: Unraveling Functional Topology in Biological Networks. Lecture Notes In Computer Science 2015, 9029: 62-64. PMID: 28748230, PMCID: PMC5524124, DOI: 10.1007/978-3-319-16706-0_9.Peer-Reviewed Original Research