Matches in SemOpenAlex for { <https://semopenalex.org/work/W3109667037> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W3109667037 abstract "Modeling non-linear temporal trajectories is of fundamental interest in many application areas, such as in longitudinal microbiome analysis. Many existing methods focus on estimating mean trajectories, but it is also often of value to assess temporal patterns of individual subjects. Sparse principal components analysis (SFPCA) serves as a useful tool for assessing individual variation in non-linear trajectories; however its application to real data often requires careful model selection criteria and diagnostic tools. Here, we propose a Bayesian approach to SFPCA, which allows users to use the efficient leave-one-out cross-validation (LOO) with Pareto-smoothed importance sampling (PSIS) for model selection, and to utilize the estimated shape parameter from PSIS-LOO and also the posterior predictive checks for graphical model diagnostics. This Bayesian implementation thus enables careful application of SFPCA to a wide range of longitudinal data applications." @default.
- W3109667037 created "2020-12-07" @default.
- W3109667037 creator A5016814955 @default.
- W3109667037 creator A5018258467 @default.
- W3109667037 creator A5039486014 @default.
- W3109667037 creator A5046369601 @default.
- W3109667037 creator A5066577130 @default.
- W3109667037 creator A5066665482 @default.
- W3109667037 date "2020-12-01" @default.
- W3109667037 modified "2023-09-25" @default.
- W3109667037 title "BayesTime: Bayesian Functional Principal Components for Sparse Longitudinal Data" @default.
- W3109667037 cites W1576898078 @default.
- W3109667037 cites W1963735520 @default.
- W3109667037 cites W2016073955 @default.
- W3109667037 cites W2043442946 @default.
- W3109667037 cites W2091083714 @default.
- W3109667037 cites W2093891969 @default.
- W3109667037 cites W2094443080 @default.
- W3109667037 cites W2098897627 @default.
- W3109667037 cites W2126218947 @default.
- W3109667037 cites W2131186249 @default.
- W3109667037 cites W2131415145 @default.
- W3109667037 cites W2136552678 @default.
- W3109667037 cites W2144148350 @default.
- W3109667037 cites W2160624840 @default.
- W3109667037 cites W2166562121 @default.
- W3109667037 cites W2167123129 @default.
- W3109667037 cites W2168934042 @default.
- W3109667037 cites W2203714058 @default.
- W3109667037 cites W2262659360 @default.
- W3109667037 cites W2279857902 @default.
- W3109667037 cites W2577537660 @default.
- W3109667037 cites W2588997555 @default.
- W3109667037 cites W2753599755 @default.
- W3109667037 cites W2774311711 @default.
- W3109667037 cites W2794407684 @default.
- W3109667037 cites W2798633897 @default.
- W3109667037 cites W2802240472 @default.
- W3109667037 cites W2891004699 @default.
- W3109667037 cites W2923959281 @default.
- W3109667037 cites W2951888555 @default.
- W3109667037 cites W2953238061 @default.
- W3109667037 cites W2955161809 @default.
- W3109667037 doi "https://doi.org/10.48550/arxiv.2012.00579" @default.
- W3109667037 hasPublicationYear "2020" @default.
- W3109667037 type Work @default.
- W3109667037 sameAs 3109667037 @default.
- W3109667037 citedByCount "1" @default.
- W3109667037 countsByYear W31096670372021 @default.
- W3109667037 crossrefType "posted-content" @default.
- W3109667037 hasAuthorship W3109667037A5016814955 @default.
- W3109667037 hasAuthorship W3109667037A5018258467 @default.
- W3109667037 hasAuthorship W3109667037A5039486014 @default.
- W3109667037 hasAuthorship W3109667037A5046369601 @default.
- W3109667037 hasAuthorship W3109667037A5066577130 @default.
- W3109667037 hasAuthorship W3109667037A5066665482 @default.
- W3109667037 hasBestOaLocation W31096670371 @default.
- W3109667037 hasConcept C107673813 @default.
- W3109667037 hasConcept C119857082 @default.
- W3109667037 hasConcept C124101348 @default.
- W3109667037 hasConcept C153180895 @default.
- W3109667037 hasConcept C154945302 @default.
- W3109667037 hasConcept C160234255 @default.
- W3109667037 hasConcept C41008148 @default.
- W3109667037 hasConcept C81917197 @default.
- W3109667037 hasConcept C93959086 @default.
- W3109667037 hasConceptScore W3109667037C107673813 @default.
- W3109667037 hasConceptScore W3109667037C119857082 @default.
- W3109667037 hasConceptScore W3109667037C124101348 @default.
- W3109667037 hasConceptScore W3109667037C153180895 @default.
- W3109667037 hasConceptScore W3109667037C154945302 @default.
- W3109667037 hasConceptScore W3109667037C160234255 @default.
- W3109667037 hasConceptScore W3109667037C41008148 @default.
- W3109667037 hasConceptScore W3109667037C81917197 @default.
- W3109667037 hasConceptScore W3109667037C93959086 @default.
- W3109667037 hasLocation W31096670371 @default.
- W3109667037 hasOpenAccess W3109667037 @default.
- W3109667037 hasPrimaryLocation W31096670371 @default.
- W3109667037 hasRelatedWork W1495374327 @default.
- W3109667037 hasRelatedWork W1508288784 @default.
- W3109667037 hasRelatedWork W1973573159 @default.
- W3109667037 hasRelatedWork W2026725566 @default.
- W3109667037 hasRelatedWork W2110658950 @default.
- W3109667037 hasRelatedWork W2144344152 @default.
- W3109667037 hasRelatedWork W2273750257 @default.
- W3109667037 hasRelatedWork W2511279186 @default.
- W3109667037 hasRelatedWork W2963058055 @default.
- W3109667037 hasRelatedWork W2963373297 @default.
- W3109667037 isParatext "false" @default.
- W3109667037 isRetracted "false" @default.
- W3109667037 magId "3109667037" @default.
- W3109667037 workType "article" @default.