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INLA

swMATH ID: 7535
Software Authors: Illian, Janine B.; Sørbye, Sigrunn H.; Rue, Håvard
Description: A toolbox for fitting complex spatial point process models using integrated nested Laplace approximation (INLA). This paper develops a methodology that provides a toolbox for routinely fitting complex models to realistic spatial point pattern data. We consider models that are based on log-Gaussian Cox processes and include local interaction in these by considering constructed covariates. This enables us to use integrated nested Laplace approximation and to considerably speed up the inferential task. In addition, methods for model comparison and model assessment facilitate the modelling process. The performance of the approach is assessed in a simulation study. To demonstrate the versatility of the approach, models are fitted to two rather different examples, a large rainforest data set with covariates and a point pattern with multiple marks.
Homepage: http://projecteuclid.org/DPubS?service=UI&version=1.0&verb=Display&handle=euclid.aoas/1356629049
Keywords: Cox processes; marked point patterns; model assessment; model comparisons
Related Software: R; R-INLA; spBayes; GMRFLib; WinBUGS; FRK; spatstat; Stem; Matrix; CARBayes; JAGS; gstat; laGP; spam; lgcp; gamair; pyuvdata; ggplot2; nimble; CHOLMOD
Cited in: 41 Documents
all top 5

Cited by 94 Authors

9 Rue, Håvard
4 Illian, Janine B.
4 Lindgren, Finn
2 Bakka, Haakon C.
2 Castro-Camilo, Daniela
2 Datta, Abhirup
2 Finley, Andrew O.
2 Gómez-Rubio, Virgilio
2 Krainski, Elias T.
2 Lenzi, Amanda
2 Mangion, Andrew Zammit
2 Micheas, Athanasios Christou
2 Opitz, Thomas
2 Shaddick, Gavin
2 Simpson, Daniel Peter
2 Sørbye, Sigrunn Holbek
2 van Niekerk, Janet
1 Aanes, Fredrik Lohne
1 Aas, Kjersti
1 Andersen, Hans-Erik
1 Banerjee, Sudipto
1 Bilancia, Massimo
1 Bivand, Roger S.
1 Blangiardo, Marta
1 Borrajo, M. I.
1 Burslem, David F. R. P.
1 Cameletti, Michela
1 Chen, Jiaxun
1 Cocchi, Daniela
1 Cook, Bruce D.
1 Dawkins, Laura C.
1 Demarinis, Giacomo
1 Dupuy, Jean-Luc
1 Ferkingstad, Egil
1 Froyn, Sindre
1 Furrer, Reinhard
1 Genton, Marc G.
1 Gerber, Florian
1 Gneiting, Tilmann
1 González-Manteiga, Wenceslao
1 Gramacy, Robert B.
1 Greco, Fedele
1 Grilli, Leonardo
1 Guan, Yawen
1 Guhaniyogi, Rajarshi
1 Guinness, Joseph
1 Hammerling, Dorit
1 Heaton, Matthew J.
1 Hefley, Trevor J.
1 Held, Leonhard
1 Hendrichsen, Ditte K.
1 Hindberg, Kristian
1 Höhle, Michael
1 Hooten, Mevin B.
1 Innocenti, Francesco
1 Jayaratne, Rohan
1 Katzfuss, Matthias
1 Kim, Hyotae
1 King, Ruth
1 King, Stuart E.
1 Koh, Jonathan
1 Kottas, Athanasios
1 Lawson, Andrew B.
1 Majumder, Suman
1 Manitz, Juliane
1 Martínez Miranda, María Dolores
1 Martins, Thiago G.
1 McLean, Mathew W.
1 Mengersen, Kerrie L.
1 Mhalla, Linda
1 Morawska, Lidia
1 Morton, Douglas C.
1 Ng, Tin Lok James
1 Nightingale, Glenna F.
1 Nychka, Douglas W.
1 Olsen, Lena Ringstad
1 Ormerod, John T.
1 Piacek, Daniel
1 Pimont, François
1 Ravishanker, Nalini
1 Reich, Brian James
1 Ruiz-Cárdenas, Ramiro
1 Sahu, Sujit K.
1 Saibaba, Arvind Krishna
1 Schrödle, Birgit
1 Scott, E. Marian
1 Serhiyenko, Volodymyr
1 Sun, Furong
1 Venkatesan, Rajkumar
1 Wahl, Jens Christian
1 Wand, Matthew P.
1 Williamson, Daniel B.
1 Yue, Yu Ryan
1 Zidek, James Victor

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