Single-index Varying Coefficient Model for Functional Responses

The aim of this tool is to implement a functional analysis pipeline, for the joint analysis of functional data and clinical data, for example age, gender and disease status. SIVC consists of a functional single index for characterizing the association of functional response with covariates of interest by incorporating complex spatial-temporal correlation structure, an efficient method for spatially smoothing varying coefficient functions, an estimation method for estimating the
spatial-temporal correlation structure, a simultaneous confidence band for quantifying the uncertainty in the estimated coefficient functions.

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Other Keywords:
Functional response; Image analysis; Single index; Varying coefficient