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Functional Data

Bayesian Registration of Functions With a Gaussian Process Prior

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Pages 894-904 | Received 01 May 2016, Published online: 13 Oct 2017

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James Matuk, Karthik Bharath, Oksana Chkrebtii & Sebastian Kurtek. (2022) Bayesian Framework for Simultaneous Registration and Estimation of Noisy, Sparse, and Fragmented Functional Data. Journal of the American Statistical Association 117:540, pages 1964-1980.
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W. Zachary Horton, Garritt L. Page, C. Shane Reese, Lindsey K. Lepley & McKenzie White. (2021) Template Priors in Bayesian Curve Registration. Technometrics 63:4, pages 487-499.
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Karthik Bharath & Sebastian Kurtek. (2020) Distribution on Warp Maps for Alignment of Open and Closed Curves. Journal of the American Statistical Association 115:531, pages 1378-1392.
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J. Derek Tucker, John R. Lewis, Caleb King & Sebastian Kurtek. (2020) A geometric approach for computing tolerance bounds for elastic functional data. Journal of Applied Statistics 47:3, pages 481-505.
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Articles from other publishers (9)

Yi Lu, Radu Herbei & Sebastian Kurtek. (2023) Bayesian function registration with random truncation. PLOS ONE 18:7, pages e0287734.
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Lisa Steyer, Almond Stöcker & Sonja Greven. (2022) Elastic analysis of irregularly or sparsely sampled curves. Biometrics.
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J. Derek Tucker, Lyndsay Shand & Kenny Chowdhary. (2021) Multimodal Bayesian registration of noisy functions using Hamiltonian Monte Carlo. Computational Statistics & Data Analysis 163, pages 107298.
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Huachen Jiang, Chunfeng Wan, Kang Yang, Youliang Ding & Songtao Xue. (2021) Modeling relationships for field strain data under thermal effects using functional data analysis. Measurement 177, pages 109279.
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James Matuk, Radu Herbei & Sebastian Kurtek. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online 1 15 .
Karthik Bharath & Sebastian Kurtek. (2020) Analysis of shape data: From landmarks to elastic curves. WIREs Computational Statistics 12:3.
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Tom Needham & Sebastian Kurtek. (2020) Simplifying Transforms for General Elastic Metrics on the Space of Plane Curves. SIAM Journal on Imaging Sciences 13:1, pages 445-473.
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James Matuk, Oksana Chkrebtii & Sebastian Kurtek. (2019) Estimation of Sparsely Observed Signals with an Empirical Bayesian Model. Estimation of Sparsely Observed Signals with an Empirical Bayesian Model.
J. Derek Tucker, John R. Lewis & Anuj Srivastava. (2018) Elastic functional principal component regression. Statistical Analysis and Data Mining: The ASA Data Science Journal 12:2, pages 101-115.
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