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MRI data models at low SNR

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MRI data models at low SNR
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22
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CC Attribution - NonCommercial - NoDerivatives 3.0 Germany:
You are free to use, copy, distribute and transmit the work or content in unchanged form for any legal and non-commercial purpose as long as the work is attributed to the author in the manner specified by the author or licensor.
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Production Year2017
Production PlaceHannover

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Abstract
In this talk we elaborate the effect of low SNR on estimated parameters in models for neuroimaging data. We will present a new method for the local estimation of the noise parameter in the signal distribution and demonstrate how this can be used for improved estimation of model parameters. (joint work with Joerg Polzehl).
Mathematical analysisStochasticEndliche ModelltheorieLocal ringParameter (computer programming)EstimationContent (media)Lie groupSpacetimeComputer-generated imageryInformationOrder of magnitudePhase transitionVolumeWebDAVDistribution (mathematics)Population densityExpected valueSensitivity analysisParallel portComa BerenicesFinite element methodSignalNoise (electronics)Raum <Mathematik>Variable (mathematics)Social classDistortionSound effectLösung <Mathematik>Parameter (computer programming)Focus (optics)AlgorithmInformationExpected valueFourier transformFrequencyMusical ensembleNegative predictive valueElectronic signatureNormal distributionScientific modellingDurchschnitt <Mengenlehre>Computer animation
Parameter (computer programming)EstimationLocal ringVideo gameEndliche ModelltheorieDistribution (mathematics)Function (mathematics)Logical constantInstant MessagingAdaptive behaviorWeightAlgorithmWeight functionModularityArtificial neural networkModemParameter (computer programming)SignalProbability distributionIdentifiabilityRun-time systemTerm (mathematics)DistanceDegrees of freedom (physics and chemistry)MathematicsAlgorithmNoise (electronics)Social classMusical ensembleAtomic nucleusZahlPopulation densityLocal ringLokation <Statistik>EstimatorWeightState of matterExpected valueCLOU <Programm>KernschätzungInformationDecision theoryComputer animation
Row (database)
AlgorithmRow (database)Parameter (computer programming)Version <Informatik>Noise (electronics)
EstimationEndliche ModelltheorieModularityVolumeGradientDistribution (mathematics)Data modelTensorSingle-precision floating-point formatSign (mathematics)Square numberParameter (computer programming)Local ringInstant MessagingWeb pageVideo gameWebDAVStatistical dispersionAdaptive behaviorSmoothingFluxCase moddingSound effectMassParameter (computer programming)Fusion <Programm>PlotterPropositional formulaMathematical structureDirection (geometry)Noise (electronics)Expected valueAnisotropyCharakteristik <Algebra>Scientific modellingTED <Datenbank>EstimationSignalVersion <Informatik>Eccentricity (mathematics)TensorDatabaseBildverbesserungWeightAlgorithmQuadratic formDistanceVortexMittelungsverfahrenOptimization problemOnline chatKanteEllipsoidSequenceSimulationEigenvalues and eigenvectorsPort scannerComputer animation
Transcript: German(auto-generated)