Ecological prediction with nonlinear multivariate time-frequency functional data models

DOI10.1007/s13253-013-0142-1zbMath1303.62101OpenAlexW2094614434MaRDI QIDQ486064

Mark L. Wildhaber, Scott H. Holan, Wen-Hsi Yang, Christopher K. Wikle

Publication date: 14 January 2015

Published in: Journal of Agricultural, Biological, and Environmental Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s13253-013-0142-1

zbMATH Keywords

dimension reductionnonlinearityBayesian model averagingspectrogramstochastic search variable selectionempirical orthogonal functionsshovelnose sturgeon

Mathematics Subject Classification ID

Applications of statistics to environmental and related topics (62P12) Bayesian inference (62F15)

Related Items

Interaction models for functional regression ⋮ Methods for Scalar‐on‐Function Regression ⋮ Bayesian function-on-function regression for multilevel functional data ⋮ Generalised cepstral models for the spectrum of vector time series

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• A general science-based framework for dynamical spatio-temporal models
• Automated analysis of quantitative image data using isomorphic functional mixed models, with application to proteomics data
• Gabor analysis and algorithms. Theory and applications
• Bayesian model averaging: A tutorial. (with comments and a rejoinder).
• Foundations of time-frequency analysis
• The SLEX model of a non-stationary random process
• Principal component analysis.
• Generalized functional linear models
• Bayesian wavelet-based curve classification via discriminant analysis with Markov random tree priors
• Modeling Complex Phenotypes: Generalized Linear Models Using Spectrogram Predictors of Animal Communication Signals
• Generalized Multilevel Functional Regression
• Functional Generalized Linear Models with Images as Predictors
• Model choice: a minimum posterior predictive loss approach
• The Variable Selection Problem
• Generalized Linear Models with Functional Predictors
• Bayesian Measures of Model Complexity and Fit
• Bayesian Variable Selection and Regularization for Time–Frequency Surface Estimation
• Bayesian variable selection with related predictors
• A dimension-reduced approach to space-time Kalman filtering
• Bayesian Analysis of Binary and Polychotomous Response Data
• Functional quadratic regression
• A Study of Mexican Free-Tailed Bat Chirp Syllables: Bayesian Functional Mixed Models for Nonstationary Acoustic Time Series
• An approach for identifying and predicting economic recessions in real‐time using time–frequency functional models
• Polynomial nonlinear spatio‐temporal integro‐difference equation models
• SLEX Analysis of Multivariate Nonstationary Time Series
• A review of Bayesian variable selection methods: what, how and which

This page was built for publication: Ecological prediction with nonlinear multivariate time-frequency functional data models