کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
417192 681464 2008 17 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Variational Bayesian functional PCA
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
Variational Bayesian functional PCA
چکیده انگلیسی

A Bayesian approach to analyze the modes of variation in a set of curves is suggested. It is based on a generative model thus allowing for noisy and sparse observations of curves. A Demmler–Reinsch(-type) basis is used to enforce smoothness of the latent (‘eigen’)functions. Inference, including estimation, error assessment and model choice, particularly the choice of the number of eigenfunctions and their degree of smoothness, is derived from a variational approximation of the posterior distribution. The proposed analysis is illustrated with simulated and real data.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computational Statistics & Data Analysis - Volume 53, Issue 2, 15 December 2008, Pages 517–533
نویسندگان
,