A functional data analysis approach for genetic association studies

DOI10.1214/13-AOAS692zbMath1454.62385arXiv1404.7301OpenAlexW2063681410WikidataQ57307820 ScholiaQ57307820MaRDI QIDQ2453682

Matthew Reimherr, Dan L. Nicolae

Publication date: 10 June 2014

Published in: The Annals of Applied Statistics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1404.7301

zbMATH Keywords

hypothesis testingfunctional data analysislongitudinal data analysisfunctional linear modelfunctional analysis of variancegenome wide association study

Mathematics Subject Classification ID

Nonparametric hypothesis testing (62G10) Functional data analysis (62R10) Applications of statistics to biology and medical sciences; meta analysis (62P10)

Related Items (9)

A joint design for functional data with application to scheduling ultrasound scans ⋮ Dynamic partially functional linear regression model ⋮ Functional data clustering via hypothesis testing \(k\)-means ⋮ Functional regression with repeated eigenvalues ⋮ A Geometric Approach to Confidence Regions and Bands for Functional Parameters ⋮ A test of linearity in partial functional linear regression ⋮ Feature screening for time-varying coefficient models with ultrahigh-dimensional longitudinal data ⋮ An association test for functional data based on Kendall's tau ⋮ From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas

Uses Software

• Matlab
• fda (R)

Cites Work

• Computing the distribution of quadratic forms: further comparisons between the Liu-Tang-Zhang approximation and exact methods
• Estimation and inference in functional mixed-effects models
• Linear processes in function spaces. Theory and applications
• Nonparametric inference in small data sets of spatially indexed curves with application to ionospheric trend determination
• Functional data analysis.
• Properties of principal component methods for functional and longitudinal data analysis
• Statistical inferences for functional data
• Determining the order of the functional autoregressive model
• Inferring stochastic dynamics from functional data
• Testing for lack of dependence in the functional linear model
• Testing Hypotheses in the Functional Linear Model
• Computing the distribution of quadratic forms in normal variables
• Functional Data Analysis for Sparse Longitudinal Data
• Unnamed Item

This page was built for publication: A functional data analysis approach for genetic association studies