2022
Collective behavior and nongenetic inheritance allow bacterial populations to adapt to changing environments
Mattingly H, Emonet T. Collective behavior and nongenetic inheritance allow bacterial populations to adapt to changing environments. Proceedings Of The National Academy Of Sciences Of The United States Of America 2022, 119: e2117377119. PMID: 35727978, PMCID: PMC9245662, DOI: 10.1073/pnas.2117377119.Peer-Reviewed Original ResearchConceptsNongenetic inheritanceCollective migrationPhenotype compositionIsogenic populationsDifferential lossSwimming phenotypeCell divisionBacterial populationsCell growthMultiple environmentsPhenotypePhenotypic compositionDifferent phenotypesInheritanceChemotactic bacteriaModel systemHigh inheritanceMigration speedDifferent environmentsNew environmentCollective behaviorMigrationPopulationGrowthDiversity
2019
Analyzing collective motion with machine learning and topology
Bhaskar D, Manhart A, Milzman J, Nardini JT, Storey KM, Topaz CM, Ziegelmeier L. Analyzing collective motion with machine learning and topology. Chaos An Interdisciplinary Journal Of Nonlinear Science 2019, 29: 123125. PMID: 31893635, PMCID: PMC7027427, DOI: 10.1063/1.5125493.Peer-Reviewed Original ResearchSupervised machine learning methodsMachine learning methodsTopological data analysisCollective motionMachine learningLearning methodsOrder parameterSimulation dataTopological approachPersistent homologyTraditional order parametersPrior knowledgeMachineCollective behaviorModel parametersData analysisLarge librariesNumerical simulationsTopologyMultiple scalesMotionTime seriesLearningDifferent typesParameters
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