2024
Modeling seizure networks in neuron-glia cultures using microelectrode arrays
Boddeti U, Langbein J, McAfee D, Altshuler M, Bachani M, Zaveri H, Spencer D, Zaghloul K, Ksendzovsky A. Modeling seizure networks in neuron-glia cultures using microelectrode arrays. Frontiers In Network Physiology 2024, 4: 1441345. PMID: 39290793, PMCID: PMC11405204, DOI: 10.3389/fnetp.2024.1441345.Peer-Reviewed Original ResearchNetwork changesSeizure networkSeizure modelsDays of chronic treatmentDimensionality reductionNetwork developmentDrug-resistant epilepsyNeuron-glia culturesMean firing rateNetworkTreatment failureChronic treatmentMicroelectrode arraysResection surgeryRetrospective studyFiring rateSeizuresExperience seizuresNeurological disorders
2015
Multivariate time-series analysis and diffusion maps
Lian W, Talmon R, Zaveri H, Carin L, Coifman R. Multivariate time-series analysis and diffusion maps. Signal Processing 2015, 116: 13-28. DOI: 10.1016/j.sigpro.2015.04.003.Peer-Reviewed Original ResearchStatistical manifoldMultivariate time series analysisNonlinear dimensionality reduction frameworkDiffusion mapsEfficient parameter estimationPairwise geodesic distancesTime-evolving distributionsFinancial data analysisBayesian generative modelKullback-Leibler divergenceNonstationary time seriesDimensionality reduction frameworkEfficient approximationParameter estimationLow-dimensional representationAffinity kernelsParametric distributionTime series analysisDimensionality reduction methodologyGeodesic distanceLocal statisticsReduction frameworkReduction methodologyManifoldDimensionality reduction