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Journal of Statistical Computation and Simulation Volume 87, 2017 - Issue 11
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Original Articles

Bayesian computation for Log-Gaussian Cox processes: a comparative analysis of methods

Ming TengDepartment of Biostatistics, University of Michigan, Ann Arbor, MI, USAView further author information
,
Farouk NathooDepartment of Mathematics and Statistics, University of Victoria, Victoria, BC, CanadaV8W 3P4View further author information
&
Timothy D. JohnsonDepartment of Biostatistics, University of Michigan, Ann Arbor, MI, USACorrespondence[email protected]
View further author information
Pages 2227-2252 | Received 08 Aug 2016, Accepted 29 Apr 2017, Published online: 11 May 2017

Citations (19)

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Elliot Dovers, Jakub Stoklosa & David I. Warton. (2024) Fitting Log-Gaussian Cox Processes Using Generalized Additive Model Software. The American Statistician 0:0, pages 1-16.
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Elliot Dovers, Wesley Brooks, Gordana C. Popovic & David I. Warton. (2023) Fast, Approximate Maximum Likelihood Estimation of Log-Gaussian Cox Processes. Journal of Computational and Graphical Statistics 32:4, pages 1660-1670.
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Matthew J. Heaton, Benjamin K. Dahl, Caleb Dayley, Richard L. Warr & Philip White. (2024) Integrating machine learning and Bayesian nonparametrics for flexible modeling of point pattern data. Computational Statistics & Data Analysis 191, pages 107875.
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Teemu Härkönen, Erik M. Vartiainen, Lasse Lensu, Matthew T. Moores & Lassi Roininen. (2024) Log-Gaussian gamma processes for training Bayesian neural networks in Raman and CARS spectroscopies. Physical Chemistry Chemical Physics 26:4, pages 3389-3399.
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Elliot Dovers, Gordana C. Popovic & David I. Warton. (2023) A fast method for fitting integrated species distribution models. Methods in Ecology and Evolution 15:1, pages 191-203.
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Xinzhu Liang, Shangda Yang, Simon L. Cotter & Kody J. H. Law. (2023) A randomized multi-index sequential Monte Carlo method. Statistics and Computing 33:5.
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Thomas Opitz, Haakon Bakka, Raphaël HuserLuigi Lombardo. (2022) High-resolution Bayesian mapping of landslide hazard with unobserved trigger event. The Annals of Applied Statistics 16:3.
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Bo Yang, Rui Gong, Lei Wang & Suozhu Yang. (2020) Support vector machine in image recognition of nursing methods for critically ill blood purification. Microprocessors and Microsystems, pages 103398.
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M. Vranckx, T. Neyens & C. Faes. (2019) Comparison of different software implementations for spatial disease mapping. Spatial and Spatio-temporal Epidemiology 31, pages 100302.
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