2012
Reconstructing Mammalian Sleep Dynamics with Data Assimilation
Sedigh-Sarvestani M, Schiff S, Gluckman B. Reconstructing Mammalian Sleep Dynamics with Data Assimilation. PLOS Computational Biology 2012, 8: e1002788. PMID: 23209396, PMCID: PMC3510073, DOI: 10.1371/journal.pcbi.1002788.Peer-Reviewed Original ResearchConceptsUnscented Kalman filterData assimilationData assimilation frameworkParameter estimation methodNonlinear computational modelSleep-wake regulatory networkAssimilation frameworkUnknown parametersHidden variablesCovariance inflationNoisy variablesSlow dynamicsSparse measurementsComputational modelModel parametersKalman filterModel statesEstimation methodSimulation studyComplex systemsOptimal variablesFilter modelUKF frameworkModel variablesPartial observability
2007
Improved sleep–wake and behavior discrimination using MEMS accelerometers
Sunderam S, Chernyy N, Peixoto N, Mason J, Weinstein S, Schiff S, Gluckman B. Improved sleep–wake and behavior discrimination using MEMS accelerometers. Journal Of Neuroscience Methods 2007, 163: 373-383. PMID: 17481736, PMCID: PMC2279268, DOI: 10.1016/j.jneumeth.2007.03.007.Peer-Reviewed Original Research