6533b85bfe1ef96bd12bac43
RESEARCH PRODUCT
Analyzing Temperature Effects on Mortality Within theREnvironment: The Constrained Segmented Distributed Lag Parameterization
Vito M. R. Muggeosubject
Statistics and ProbabilityDistributed lagtemperature effects segmented relationship break point P-splines RMathematical optimizationComputer scienceP-splinesRsegmented relationshipSet (abstract data type)R packageNonlinear systemBreak pointApplied mathematicsLog-linear modelbreak pointStatistics Probability and UncertaintySegmented regressionTime seriesSettore SECS-S/01 - Statisticatemperature effectslcsh:Statisticslcsh:HA1-4737Softwaredescription
Here we present and discuss the R package modTempEff including a set of functions aimed at modelling temperature effects on mortality with time series data. The functions fit a particular log linear model which allows to capture the two main features of mortality- temperature relationships: nonlinearity and distributed lag effect. Penalized splines and segmented regression constitute the core of the modelling framework. We briefly review the model and illustrate the functions throughout a simulated dataset.
year | journal | country | edition | language |
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2010-01-13 | Journal of Statistical Software |