Predictions based on the clustering of heterogeneous functions via shape and subject-specific covariates

DOI10.1214/14-BA919zbMath1336.62251arXiv1505.02589OpenAlexW3103411077MaRDI QIDQ273602

Fernando A. Quintana, Garritt L. Page

Publication date: 22 April 2016

Published in: Bayesian Analysis (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1505.02589

zbMATH Keywords

right censored dataproduct partition modelspenalized splineshierarchical modelsnonparametric BayesNBA player production curves

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Nonparametric estimation (62G05) Censored data models (62N01) Applications of statistics (62P99)

Related Items (5)

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Uses Software

• fda (R)
• BayesX
• BayesDA

Cites Work

• Unnamed Item
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• Latent class analysis variable selection
• Predicting the continuation of a function with applications to call center data
• Multilevel functional principal component analysis
• Ferguson distributions via Polya urn schemes
• Functional data analysis.
• A predictive view of Bayesian clustering
• Bayesian curve-fitting with free-knot splines
• Hybrid Dirichlet Mixture Models for Functional Data
• Modeling Price Dynamics in eBay Auctions Using Differential Equations
• Semiparametric Stochastic Modeling of the Rate Function in Longitudinal Studies
• Wavelet-based Functional Mixed Models
• Sampling-Based Approaches to Calculating Marginal Densities
• Skill, Luck, and Streaky Play on the PGA Tour
• Bayesian Hierarchical Curve Registration
• Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
• Bayesian Latent Factor Regression for Functional and Longitudinal Data
• Using a Bayesian latent growth curve model to identify trajectories of positive affect and negative events following myocardial infarction
• Locally Adaptive Bayes Nonparametric Regression via Nested Gaussian Processes
• Bayesian Adaptive Regression Splines for Hierarchical Data
• Hierarchical models for assessing variability among functions

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