2023
Infection diagnosis in hydrocephalus CT images: a domain enriched attention learning approach
Yu M, Peterson M, Cherukuri V, Hehnly C, Mbabazi-Kabachelor E, Mulondo R, Kaaya B, Broach J, Schiff S, Monga V. Infection diagnosis in hydrocephalus CT images: a domain enriched attention learning approach. Journal Of Neural Engineering 2023, 20: 10.1088/1741-2552/acd9ee. PMID: 37253355, PMCID: PMC11099590, DOI: 10.1088/1741-2552/acd9ee.Peer-Reviewed Original ResearchMeSH KeywordsAttentionChildDeep LearningHumansHydrocephalusNeural Networks, ComputerTomography, X-Ray Computed
2022
Deep Learning Applications for Acute Stroke Management
Chavva IR, Crawford AL, Mazurek MH, Yuen MM, Prabhat AM, Payabvash S, Sze G, Falcone GJ, Matouk CC, de Havenon A, Kim JA, Sharma R, Schiff SJ, Rosen MS, Kalpathy‐Cramer J, Gonzalez J, Kimberly WT, Sheth KN. Deep Learning Applications for Acute Stroke Management. Annals Of Neurology 2022, 92: 574-587. PMID: 35689531, DOI: 10.1002/ana.26435.Peer-Reviewed Original ResearchMeSH KeywordsDeep LearningHumansNeural Networks, ComputerNeuroimagingReproducibility of ResultsStrokeConceptsDeep machine learningDeep learning applicationsMedical image analysisDeep neural networksPixel-wise labelingAcute stroke managementReal-world examplesDL applicationsDL approachMachine learningLearning applicationsDL modelsNeural networkStroke managementLesion segmentationMaximal utilityImage analysisElectronic medical record dataInter-rater variabilityCause of disabilityMedical record dataRelevant clinical featuresStroke detectionAdvanced neuroimaging techniquesDecision making
2011
A square root ensemble Kalman filter application to a motor-imagery brain-computer interface
Kamrunnahar M, Schiff S. A square root ensemble Kalman filter application to a motor-imagery brain-computer interface. Annual International Conference Of The IEEE Engineering In Medicine And Biology Society (EMBC) 2011, 2011: 6385-6388. PMID: 22255799, PMCID: PMC5699860, DOI: 10.1109/iembs.2011.6091576.Peer-Reviewed Original Research
2010
Assimilating Seizure Dynamics
Ullah G, Schiff S. Assimilating Seizure Dynamics. PLOS Computational Biology 2010, 6: e1000776. PMID: 20463875, PMCID: PMC2865517, DOI: 10.1371/journal.pcbi.1000776.Peer-Reviewed Original ResearchConceptsModern control theoryDynamics of networksDynamical systemsControl theoryUnmeasured partDynamical interactionsData assimilationSmall neuronal networksPhysical variablesDynamicsBrain dynamicsComputational modelSeizure dynamicsActual measurementsNeuronal networksMicroenvironment dynamicsObservabilityNetworkVariablesModelTheorySystemMeasurements
2007
Kalman filter control of a model of spatiotemporal cortical dynamics
Schiff S, Sauer T. Kalman filter control of a model of spatiotemporal cortical dynamics. Journal Of Neural Engineering 2007, 5: 1. PMID: 18310806, PMCID: PMC2276637, DOI: 10.1088/1741-2560/5/1/001.Peer-Reviewed Original ResearchMeSH KeywordsAlgorithmsCerebral CortexComputer SimulationHumansLinear ModelsModels, NeurologicalModels, StatisticalNeural Networks, ComputerNonlinear DynamicsConceptsNonlinear systemsSpiral wave dynamicsSpatiotemporal cortical dynamicsObserver systemSystem stateExcitable systemsWave dynamicsKalman filteringUnscented KalmanEstimate parametersNonlinear methodsControl signalsFilter controlWave patternsApplied electrical fieldExperimental applicationElectrical fieldDynamicsKalmanParametersSuch resultsModelSystemFilteringSuch approaches
2005
A Model of the Effects of Applied Electric Fields on Neuronal Synchronization
Park E, Barreto E, Gluckman B, Schiff S, So P. A Model of the Effects of Applied Electric Fields on Neuronal Synchronization. Journal Of Computational Neuroscience 2005, 19: 53-70. PMID: 16133825, PMCID: PMC1752229, DOI: 10.1007/s10827-005-0214-5.Peer-Reviewed Original Research