0000000001303046

AUTHOR

Edward L. Ionides

showing 2 related works from this author

Panel Data Analysis via Mechanistic Models

2018

Panel data, also known as longitudinal data, consist of a collection of time series. Each time series, which could itself be multivariate, comprises a sequence of measurements taken on a distinct unit. Mechanistic modeling involves writing down scientifically motivated equations describing the collection of dynamic systems giving rise to the observations on each unit. A defining characteristic of panel systems is that the dynamic interaction between units should be negligible. Panel models therefore consist of a collection of independent stochastic processes, generally linked through shared parameters while also having unit-specific parameters. To give the scientist flexibility in model spe…

FOS: Computer and information sciencesStatistics and ProbabilityMultivariate statisticsSeries (mathematics)Longitudinal dataComputer science05 social sciences01 natural sciencesMethodology (stat.ME)010104 statistics & probabilityNonlinear system0502 economics and business0101 mathematicsStatistics Probability and UncertaintyParticle filterAlgorithmStatistics - Methodology050205 econometrics Panel dataSequence (medicine)Journal of the American Statistical Association
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Panel data analysis via mechanistic models

2021

Panel data, also known as longitudinal data, consist of a collection of time series. Each time series, which could itself be multivariate, comprises a sequence of measurements taken on a distinct unit. Mechanistic modeling involves writing down scientifically motivated equations describing the collection of dynamic systems giving rise to the observations on each unit. A defining characteristic of panel systems is that the dynamic interaction between units should be negligible. Panel models therefore consist of a collection of independent stochastic processes, generally linked through shared parameters while also having unit-specific parameters. To give the scientist flexibility in model spe…

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