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Author ID: girolami.mark-a Recent zbMATH articles by "Girolami, Mark A."
Published as: Girolami, Mark; Girolami, M.; Girolami, Mark A.; Girolami, M. A.
all top 5

Co-Authors

6 single-authored
16 Oates, Chris J.
9 Briol, François-Xavier
9 Cockayne, Jon
6 Byrne, Simon P. J.
6 Cirak, Fehmi
6 Sullivan, Tim
5 Barp, Alessandro
5 Calderhead, Ben
5 Chopin, Nicolas
5 Filippone, Maurizio
4 Akyildiz, Ömer Deniz
4 Doucet, Arnaud
4 Kazlauskaite, Ieva
4 Mira, Antonietta
4 Pavliotis, Grigorios A.
4 Robert, Christian P.
4 Rogers, Simon A.
4 Stuart, Andrew M.
3 Beskos, Alexandros
3 Betancourt, Michael
3 Campbell, David A.
3 Cornebise, Julien
3 Damoulas, Theodoros
3 Draper, David
3 Duffin, Connor
3 Fearnhead, Paul
3 Febrianto, Eky
3 Jasra, Ajay
3 Johansen, Adam M.
3 Karvonen, Toni
3 Lan, Shiwei
3 Lee, Anthony J. T.
3 Osborne, Michael A.
3 Porcu, Emilio
3 Roberts, Gareth O.
3 Simpson, Daniel Peter
3 Singh, Sumeetpal Sidhu
3 Stathopoulos, Vassilios
2 Andrieu, Christophe
2 Barthelmé, Simon
2 Bhadra, Anindya
2 Bornn, Luke
2 Bui-Thanh, Tan
2 Butler, Liam J.
2 Chin, Siu A.
2 Chkrebtii, Oksana A.
2 Christie, Mike
2 Cripps, Edward
2 Critchley, Frank
2 Ellam, Louis
2 Everitt, Richard Geoffrey
2 Gaskin, Thomas
2 Gelman, Andrew
2 Golightly, Andrew
2 Hennig, Philipp
2 Holmes, Christopher C.
2 Ipsen, Ilse C. F.
2 Jacob, Pierre E.
2 Jordan, Michael Irwin
2 Kabán, Ata
2 Kypraios, Theodore
2 Latuszynski, Krzysztof
2 Lau, F. Din-Houn
2 Lawrence, Neil D.
2 Livingstone, Samuel
2 Marin, Jean-Michel
2 Mateu, Jorge
2 Owen, Art B.
2 Papandreou, Yanni
2 Papaspiliopoulos, Omiros
2 Peters, Gareth William
2 Pettitt, Anthony N.
2 Pitt, Michael K.
2 Prangle, Dennis
2 Roininen, Lassi
2 Rosipal, Roman
2 Rue, Håvard
2 Sabanis, Sotirios
2 Sejdinovic, Dino
2 Seshadri, Pranay
2 Thiéry, Alexandre H.
2 Tong, Howell
2 Vadeboncoeur, Arnaud
2 Zabaras, Nicholas J.
1 Adams, Niall M.
1 Adams, Ryan Prescott
1 Anaya-Izquierdo, Karim Alejandro
1 Arafat, Ahmed
1 Arbel, Julyan
1 Archambeau, Cédric
1 Arnaudon, Alexis
1 Aston, John A. D.
1 Aykroyd, Robert G.
1 Balding, David Joseph
1 Bao, Le
1 Barnes, Chris P.
1 Beaumont, Mark A.
1 Beex, Lars A. A.
1 Beffy, Magali
1 Bell, Anthony J.
...and 201 more Co-Authors

Publications by Year

Citations contained in zbMATH Open

68 Publications have been cited 1,118 times in 764 Documents Cited by Year
Riemann manifold Langevin and Hamiltonian Monte Carlo methods. With discussion and authors’ reply. Zbl 1411.62071
Girolami, Mark; Calderhead, Ben
248
2011
Particle Markov chain Monte Carlo methods. With discussion and authors’ reply. Zbl 1411.65020
Andrieu, Christophe; Doucet, Arnaud; Holenstein, Roman
245
2010
Constructing summary statistics for approximate Bayesian computation: semi-automatic approximate Bayesian computation. With discussion and authors’ reply. Zbl 1411.62057
Fearnhead, Paul; Prangle, Dennis
79
2012
Probabilistic numerics and uncertainty in computations. Zbl 1372.65010
Hennig, Philipp; Osborne, Michael A.; Girolami, Mark
71
2015
Geometric MCMC for infinite-dimensional inverse problems. Zbl 1375.35627
Beskos, Alexandros; Girolami, Mark; Lan, Shiwei; Farrell, Patrick E.; Stuart, Andrew M.
51
2017
Bayesian probabilistic numerical methods. Zbl 1451.65179
Cockayne, Jon; Oates, Chris J.; Sullivan, T. J.; Girolami, Mark
51
2019
Bayesian solution uncertainty quantification for differential equations. Zbl 1357.62108
Chkrebtii, Oksana A.; Campbell, David A.; Calderhead, Ben; Girolami, Mark A.
46
2016
On Russian roulette estimates for Bayesian inference with doubly-intractable likelihoods. Zbl 1426.62092
Lyne, Anne-Marie; Girolami, Mark; Atchadé, Yves; Strathmann, Heiko; Simpson, Daniel
44
2015
Probabilistic integration: a role in statistical computation? Zbl 1420.62135
Briol, François-Xavier; Oates, Chris J.; Girolami, Mark; Osborne, Michael A.; Sejdinovic, Dino
40
2019
Geodesic Monte Carlo on embedded manifolds. Zbl 1349.62186
Byrne, Simon; Girolami, Mark
36
2013
Control functionals for Monte Carlo integration. Zbl 1411.62088
Oates, Chris J.; Girolami, Mark; Chopin, Nicolas
33
2017
Estimating Bayes factors via thermodynamic integration and population MCMC. Zbl 1453.62055
Calderhead, Ben; Girolami, Mark
32
2009
Sequential quasi Monte Carlo. With discussion and authors’ reply. Zbl 1414.62109
Gerber, Mathieu; Chopin, Nicolas
32
2015
Solving large-scale PDE-constrained Bayesian inverse problems with Riemann manifold Hamiltonian Monte Carlo. Zbl 1306.65269
Bui-Thanh, T.; Girolami, M.
31
2014
Statistical analysis of differential equations: introducing probability measures on numerical solutions. Zbl 1384.62082
Conrad, Patrick R.; Girolami, Mark; Särkkä, Simo; Stuart, Andrew; Zygalakis, Konstantinos
29
2017
Langevin diffusions and the Metropolis-adjusted Langevin algorithm. Zbl 1298.60081
Xifara, T.; Sherlock, C.; Livingstone, S.; Byrne, S.; Girolami, M.
28
2014
The geometric foundations of Hamiltonian Monte Carlo. Zbl 1380.60070
Betancourt, Michael; Byrne, Simon; Livingstone, Sam; Girolami, Mark
27
2017
On the geometric ergodicity of Hamiltonian Monte Carlo. Zbl 1428.62375
Livingstone, Samuel; Betancourt, Michael; Byrne, Simon; Girolami, Mark
26
2019
How deep are deep Gaussian processes? Zbl 1469.60107
Dunlop, Matthew M.; Girolami, Mark A.; Stuart, Andrew M.; Teckentrup, Aretha L.
23
2018
A unifying information-theoretic framework for independent component analysis. Zbl 1054.94004
Lee, Te-Won; Girolami, M.; Bell, A. J.; Sejnowski, T. J.
19
2000
Emulation of higher-order tensors in manifold Monte Carlo methods for Bayesian inverse problems. Zbl 1352.65010
Lan, Shiwei; Bui-Thanh, Tan; Christie, Mike; Girolami, Mark
19
2016
Hyperpriors for Matérn fields with applications in Bayesian inversion. Zbl 1454.60068
Roininen, Lassi; Girolami, Mark; Lasanen, Sari; Markkanen, Markku
19
2019
Kernel PCA for feature extraction and de-noising in nonlinear regression. Zbl 0989.68112
Rosipal, Roman; Girolami, Mark; Trejo, Leonard J.; Cichocki, Andrzej
18
2001
Bayesian inference for differential equations. Zbl 1152.62016
Girolami, Mark
15
2008
A comparative evaluation of stochastic-based inference methods for Gaussian process models. Zbl 1294.62048
Filippone, M.; Zhong, M.; Girolami, M.
14
2013
Markov chain Monte Carlo inference for Markov jump processes via the linear noise approximation. Zbl 1353.60075
Stathopoulos, Vassilios; Girolami, Mark A.
12
2013
Orthogonal series density estimation and the kernel eigenvalue problem. Zbl 0986.62021
Girolami, Mark
11
2002
Information-geometric Markov chain Monte Carlo methods using diffusions. Zbl 1338.65018
Livingstone, Samuel; Girolami, Mark
11
2014
Convergence rates for a class of estimators based on Stein’s method. Zbl 1459.60064
Oates, Chris J.; Cockayne, Jon; Briol, François-Xavier; Girolami, Mark
11
2019
The statistical finite element method (statFEM) for coherent synthesis of observation data and model predictions. Zbl 1506.65210
Girolami, Mark; Febrianto, Eky; Yin, Ge; Cirak, Fehmi
11
2021
Zero variance differential geometric Markov chain Monte Carlo algorithms. Zbl 1327.60140
Papamarkou, Theodore; Mira, Antonietta; Girolami, Mark
10
2014
Bayesian probabilistic numerical methods in time-dependent state estimation for industrial hydrocyclone equipment. Zbl 1428.62515
Oates, Chris J.; Cockayne, Jon; Aykroyd, Robert G.; Girolami, Mark
10
2019
Variational Bayesian multinomial probit regression with Gaussian process priors. Zbl 1121.62027
Girolami, Mark; Rogers, Simon
9
2006
A Bayesian conjugate gradient method (with discussion). Zbl 1430.62024
Cockayne, Jon; Oates, Chris J.; Ipsen, Ilse C. F.; Girolami, Mark
9
2019
Learning and inference in computational systems biology. Zbl 1196.92018
9
2010
A variational method for learning sparse and overcomplete representations. Zbl 0993.68082
Girolami, Mark
8
2001
An expectation-maximization approach to nonlinear component analysis. Zbl 1085.68646
Rosipal, Roman; Girolami, Mark
7
2001
A Bayesian approach to multiscale inverse problems with on-the-fly scale determination. Zbl 1380.62109
Ellam, Louis; Zabaras, Nicholas; Girolami, Mark
7
2016
Posterior inference for sparse hierarchical non-stationary models. Zbl 1510.62068
Monterrubio-Gómez, Karla; Roininen, Lassi; Wade, Sara; Damoulas, Theodoros; Girolami, Mark
7
2020
PeriPy – a high performance peridynamics package. Zbl 1507.74052
Boys, B.; Dodwell, T. J.; Hobbs, M.; Girolami, M.
6
2021
Special issue: Big data and predictive computational modeling. Zbl 1349.00279
Koutsourelakis, P. S.; Zabaras, N.; Girolami, M.
5
2016
The role of statistics in data-centric engineering. Zbl 1463.62377
Lau, F. Din-Houn; Adams, Niall M.; Girolami, Mark A.; Butler, Liam J.; Elshafie, Mohammed Z. E. B.
5
2018
Statistical finite elements for misspecified models. Zbl 1485.65104
Duffin, Connor; Cripps, Edward; Girolami, Mark
4
2021
Variational Bayesian approximation of inverse problems using sparse precision matrices. Zbl 1507.35343
Povala, Jan; Kazlauskaite, Ieva; Febrianto, Eky; Cirak, Fehmi; Girolami, Mark
4
2022
Geometric methods for sampling, optimization, inference, and adaptive agents. Zbl 1524.62021
Barp, Alessandro; Da Costa, Lancelot; França, Guilherme; Friston, Karl; Girolami, Mark; Jordan, Michael I.; Pavliotis, Grigorios A.
4
2022
Handbook of statistical systems biology. Zbl 1227.92027
3
2011
Advances in independent component analysis. Zbl 0966.68593
2
2000
Combining feature spaces for classification. Zbl 1175.68319
Damoulas, Theodoros; Girolami, Mark A.
2
2009
Latent variable models for the topographic organisation of discrete and strictly positive data. Zbl 1006.68771
Girolami, Mark
2
2002
Semi-exact control functionals from Sard’s method. Zbl 07543328
South, L. F.; Karvonen, T.; Nemeth, C.; Girolami, M.; Oates, C. J.
2
2022
Optimality criteria for probabilistic numerical methods. Zbl 1523.65004
Oates, C. J.; Cockayne, J.; Prangle, D.; Sullivan, T. J.; Girolami, M.
2
2020
Online learning with (multiple) kernels: a review. Zbl 1269.68079
Diethe, Tom; Girolami, Mark
2
2013
Infinite factorization of multiple non-parametric views. Zbl 1470.62092
Rogers, Simon; Klami, Arto; Sinkkonen, Janne; Girolami, Mark; Kaski, Samuel
2
2010
A Riemann-Stein kernel method. Zbl 07594056
Barp, Alessandro; Oates, Chris. J.; Porcu, Emilio; Girolami, Mark
2
2022
Convergence guarantees for Gaussian process means with misspecified likelihoods and smoothness. Zbl 07370640
Wynne, George; Briol, François-Xavier; Girolami, Mark
2
2021
Statistical finite elements via Langevin dynamics. Zbl 1506.65006
Akyildiz, Ömer Deniz; Duffin, Connor; Sabanis, Sotirios; Girolami, Mark
2
2022
Probabilistic prediction of neurological disorders with a statistical assessment of neuroimaging data modalities. Zbl 1257.62103
Filippone, M.; Marquand, A. F.; Blain, C. R. V.; Williams, S. C. R.; Mourão-Miranda, J.; Girolami, M.
2
2012
Rejoinder: “Probabilistic integration: a role in statistical computation?”. Zbl 1420.62136
Briol, François-Xavier; Oates, Chris J.; Girolami, Mark; Osborne, Michael A.; Sejdinovic, Dino
2
2019
Stochastic modelling of urban structure. Zbl 1402.91596
Ellam, L.; Girolami, M.; Pavliotis, G. A.; Wilson, A.
2
2018
Discussion of the paper: “Sampling schemes for generalized linear Dirichlet process random effects models” by M. Kyung, J. Gill, and G. Casella. Zbl 1241.65004
Filippone, M.; Mira, A.; Girolami, M.
1
2011
Rejoinder: “Bayesian solution uncertainty quantification for differential equations”. Zbl 1357.62109
Chkrebtii, Oksana A.; Campbell, David A.; Calderhead, Ben; Girolami, Mark A.
1
2016
A first course in machine learning. 2nd edition. Zbl 1373.68006
Rogers, Simon; Girolami, Mark
1
2017
Fully probabilistic deep models for forward and inverse problems in parametric PDEs. Zbl 07771285
Vadeboncoeur, Arnaud; Akyildiz, Ömer Deniz; Kazlauskaite, Ieva; Girolami, Mark; Cirak, Fehmi
1
2023
Low-rank statistical finite elements for scalable model-data synthesis. Zbl 07536762
Duffin, Connor; Cripps, Edward; Stemler, Thomas; Girolami, Mark
1
2022
Embedded ridge approximations. Zbl 1506.76055
Wong, Chun Yui; Seshadri, Pranay; Parks, Geoffrey T.; Girolami, Mark
1
2020
Bayesian learning via neural Schrödinger-Föllmer flows. Zbl 1499.62036
Vargas, Francisco; Ovsianas, Andrius; Fernandes, David; Girolami, Mark; Lawrence, Neil D.; Nüsken, Nikolas
1
2023
Integration in reproducing kernel Hilbert spaces of Gaussian kernels. Zbl 1510.65050
Karvonen, Toni; Oates, Chris J.; Girolami, Mark
1
2021
Bayesian numerical methods as a case study for statistical data science. Zbl 1398.62061
Briol, François-Xavier; Girolami, Mark
1
2018
Fully probabilistic deep models for forward and inverse problems in parametric PDEs. Zbl 07771285
Vadeboncoeur, Arnaud; Akyildiz, Ömer Deniz; Kazlauskaite, Ieva; Girolami, Mark; Cirak, Fehmi
1
2023
Bayesian learning via neural Schrödinger-Föllmer flows. Zbl 1499.62036
Vargas, Francisco; Ovsianas, Andrius; Fernandes, David; Girolami, Mark; Lawrence, Neil D.; Nüsken, Nikolas
1
2023
Variational Bayesian approximation of inverse problems using sparse precision matrices. Zbl 1507.35343
Povala, Jan; Kazlauskaite, Ieva; Febrianto, Eky; Cirak, Fehmi; Girolami, Mark
4
2022
Geometric methods for sampling, optimization, inference, and adaptive agents. Zbl 1524.62021
Barp, Alessandro; Da Costa, Lancelot; França, Guilherme; Friston, Karl; Girolami, Mark; Jordan, Michael I.; Pavliotis, Grigorios A.
4
2022
Semi-exact control functionals from Sard’s method. Zbl 07543328
South, L. F.; Karvonen, T.; Nemeth, C.; Girolami, M.; Oates, C. J.
2
2022
A Riemann-Stein kernel method. Zbl 07594056
Barp, Alessandro; Oates, Chris. J.; Porcu, Emilio; Girolami, Mark
2
2022
Statistical finite elements via Langevin dynamics. Zbl 1506.65006
Akyildiz, Ömer Deniz; Duffin, Connor; Sabanis, Sotirios; Girolami, Mark
2
2022
Low-rank statistical finite elements for scalable model-data synthesis. Zbl 07536762
Duffin, Connor; Cripps, Edward; Stemler, Thomas; Girolami, Mark
1
2022
The statistical finite element method (statFEM) for coherent synthesis of observation data and model predictions. Zbl 1506.65210
Girolami, Mark; Febrianto, Eky; Yin, Ge; Cirak, Fehmi
11
2021
PeriPy – a high performance peridynamics package. Zbl 1507.74052
Boys, B.; Dodwell, T. J.; Hobbs, M.; Girolami, M.
6
2021
Statistical finite elements for misspecified models. Zbl 1485.65104
Duffin, Connor; Cripps, Edward; Girolami, Mark
4
2021
Convergence guarantees for Gaussian process means with misspecified likelihoods and smoothness. Zbl 07370640
Wynne, George; Briol, François-Xavier; Girolami, Mark
2
2021
Integration in reproducing kernel Hilbert spaces of Gaussian kernels. Zbl 1510.65050
Karvonen, Toni; Oates, Chris J.; Girolami, Mark
1
2021
Posterior inference for sparse hierarchical non-stationary models. Zbl 1510.62068
Monterrubio-Gómez, Karla; Roininen, Lassi; Wade, Sara; Damoulas, Theodoros; Girolami, Mark
7
2020
Optimality criteria for probabilistic numerical methods. Zbl 1523.65004
Oates, C. J.; Cockayne, J.; Prangle, D.; Sullivan, T. J.; Girolami, M.
2
2020
Embedded ridge approximations. Zbl 1506.76055
Wong, Chun Yui; Seshadri, Pranay; Parks, Geoffrey T.; Girolami, Mark
1
2020
Bayesian probabilistic numerical methods. Zbl 1451.65179
Cockayne, Jon; Oates, Chris J.; Sullivan, T. J.; Girolami, Mark
51
2019
Probabilistic integration: a role in statistical computation? Zbl 1420.62135
Briol, François-Xavier; Oates, Chris J.; Girolami, Mark; Osborne, Michael A.; Sejdinovic, Dino
40
2019
On the geometric ergodicity of Hamiltonian Monte Carlo. Zbl 1428.62375
Livingstone, Samuel; Betancourt, Michael; Byrne, Simon; Girolami, Mark
26
2019
Hyperpriors for Matérn fields with applications in Bayesian inversion. Zbl 1454.60068
Roininen, Lassi; Girolami, Mark; Lasanen, Sari; Markkanen, Markku
19
2019
Convergence rates for a class of estimators based on Stein’s method. Zbl 1459.60064
Oates, Chris J.; Cockayne, Jon; Briol, François-Xavier; Girolami, Mark
11
2019
Bayesian probabilistic numerical methods in time-dependent state estimation for industrial hydrocyclone equipment. Zbl 1428.62515
Oates, Chris J.; Cockayne, Jon; Aykroyd, Robert G.; Girolami, Mark
10
2019
A Bayesian conjugate gradient method (with discussion). Zbl 1430.62024
Cockayne, Jon; Oates, Chris J.; Ipsen, Ilse C. F.; Girolami, Mark
9
2019
Rejoinder: “Probabilistic integration: a role in statistical computation?”. Zbl 1420.62136
Briol, François-Xavier; Oates, Chris J.; Girolami, Mark; Osborne, Michael A.; Sejdinovic, Dino
2
2019
How deep are deep Gaussian processes? Zbl 1469.60107
Dunlop, Matthew M.; Girolami, Mark A.; Stuart, Andrew M.; Teckentrup, Aretha L.
23
2018
The role of statistics in data-centric engineering. Zbl 1463.62377
Lau, F. Din-Houn; Adams, Niall M.; Girolami, Mark A.; Butler, Liam J.; Elshafie, Mohammed Z. E. B.
5
2018
Stochastic modelling of urban structure. Zbl 1402.91596
Ellam, L.; Girolami, M.; Pavliotis, G. A.; Wilson, A.
2
2018
Bayesian numerical methods as a case study for statistical data science. Zbl 1398.62061
Briol, François-Xavier; Girolami, Mark
1
2018
Geometric MCMC for infinite-dimensional inverse problems. Zbl 1375.35627
Beskos, Alexandros; Girolami, Mark; Lan, Shiwei; Farrell, Patrick E.; Stuart, Andrew M.
51
2017
Control functionals for Monte Carlo integration. Zbl 1411.62088
Oates, Chris J.; Girolami, Mark; Chopin, Nicolas
33
2017
Statistical analysis of differential equations: introducing probability measures on numerical solutions. Zbl 1384.62082
Conrad, Patrick R.; Girolami, Mark; Särkkä, Simo; Stuart, Andrew; Zygalakis, Konstantinos
29
2017
The geometric foundations of Hamiltonian Monte Carlo. Zbl 1380.60070
Betancourt, Michael; Byrne, Simon; Livingstone, Sam; Girolami, Mark
27
2017
A first course in machine learning. 2nd edition. Zbl 1373.68006
Rogers, Simon; Girolami, Mark
1
2017
Bayesian solution uncertainty quantification for differential equations. Zbl 1357.62108
Chkrebtii, Oksana A.; Campbell, David A.; Calderhead, Ben; Girolami, Mark A.
46
2016
Emulation of higher-order tensors in manifold Monte Carlo methods for Bayesian inverse problems. Zbl 1352.65010
Lan, Shiwei; Bui-Thanh, Tan; Christie, Mike; Girolami, Mark
19
2016
A Bayesian approach to multiscale inverse problems with on-the-fly scale determination. Zbl 1380.62109
Ellam, Louis; Zabaras, Nicholas; Girolami, Mark
7
2016
Special issue: Big data and predictive computational modeling. Zbl 1349.00279
Koutsourelakis, P. S.; Zabaras, N.; Girolami, M.
5
2016
Rejoinder: “Bayesian solution uncertainty quantification for differential equations”. Zbl 1357.62109
Chkrebtii, Oksana A.; Campbell, David A.; Calderhead, Ben; Girolami, Mark A.
1
2016
Probabilistic numerics and uncertainty in computations. Zbl 1372.65010
Hennig, Philipp; Osborne, Michael A.; Girolami, Mark
71
2015
On Russian roulette estimates for Bayesian inference with doubly-intractable likelihoods. Zbl 1426.62092
Lyne, Anne-Marie; Girolami, Mark; Atchadé, Yves; Strathmann, Heiko; Simpson, Daniel
44
2015
Sequential quasi Monte Carlo. With discussion and authors’ reply. Zbl 1414.62109
Gerber, Mathieu; Chopin, Nicolas
32
2015
Solving large-scale PDE-constrained Bayesian inverse problems with Riemann manifold Hamiltonian Monte Carlo. Zbl 1306.65269
Bui-Thanh, T.; Girolami, M.
31
2014
Langevin diffusions and the Metropolis-adjusted Langevin algorithm. Zbl 1298.60081
Xifara, T.; Sherlock, C.; Livingstone, S.; Byrne, S.; Girolami, M.
28
2014
Information-geometric Markov chain Monte Carlo methods using diffusions. Zbl 1338.65018
Livingstone, Samuel; Girolami, Mark
11
2014
Zero variance differential geometric Markov chain Monte Carlo algorithms. Zbl 1327.60140
Papamarkou, Theodore; Mira, Antonietta; Girolami, Mark
10
2014
Geodesic Monte Carlo on embedded manifolds. Zbl 1349.62186
Byrne, Simon; Girolami, Mark
36
2013
A comparative evaluation of stochastic-based inference methods for Gaussian process models. Zbl 1294.62048
Filippone, M.; Zhong, M.; Girolami, M.
14
2013
Markov chain Monte Carlo inference for Markov jump processes via the linear noise approximation. Zbl 1353.60075
Stathopoulos, Vassilios; Girolami, Mark A.
12
2013
Online learning with (multiple) kernels: a review. Zbl 1269.68079
Diethe, Tom; Girolami, Mark
2
2013
Constructing summary statistics for approximate Bayesian computation: semi-automatic approximate Bayesian computation. With discussion and authors’ reply. Zbl 1411.62057
Fearnhead, Paul; Prangle, Dennis
79
2012
Probabilistic prediction of neurological disorders with a statistical assessment of neuroimaging data modalities. Zbl 1257.62103
Filippone, M.; Marquand, A. F.; Blain, C. R. V.; Williams, S. C. R.; Mourão-Miranda, J.; Girolami, M.
2
2012
Riemann manifold Langevin and Hamiltonian Monte Carlo methods. With discussion and authors’ reply. Zbl 1411.62071
Girolami, Mark; Calderhead, Ben
248
2011
Handbook of statistical systems biology. Zbl 1227.92027
3
2011
Discussion of the paper: “Sampling schemes for generalized linear Dirichlet process random effects models” by M. Kyung, J. Gill, and G. Casella. Zbl 1241.65004
Filippone, M.; Mira, A.; Girolami, M.
1
2011
Particle Markov chain Monte Carlo methods. With discussion and authors’ reply. Zbl 1411.65020
Andrieu, Christophe; Doucet, Arnaud; Holenstein, Roman
245
2010
Learning and inference in computational systems biology. Zbl 1196.92018
9
2010
Infinite factorization of multiple non-parametric views. Zbl 1470.62092
Rogers, Simon; Klami, Arto; Sinkkonen, Janne; Girolami, Mark; Kaski, Samuel
2
2010
Estimating Bayes factors via thermodynamic integration and population MCMC. Zbl 1453.62055
Calderhead, Ben; Girolami, Mark
32
2009
Combining feature spaces for classification. Zbl 1175.68319
Damoulas, Theodoros; Girolami, Mark A.
2
2009
Bayesian inference for differential equations. Zbl 1152.62016
Girolami, Mark
15
2008
Variational Bayesian multinomial probit regression with Gaussian process priors. Zbl 1121.62027
Girolami, Mark; Rogers, Simon
9
2006
Orthogonal series density estimation and the kernel eigenvalue problem. Zbl 0986.62021
Girolami, Mark
11
2002
Latent variable models for the topographic organisation of discrete and strictly positive data. Zbl 1006.68771
Girolami, Mark
2
2002
Kernel PCA for feature extraction and de-noising in nonlinear regression. Zbl 0989.68112
Rosipal, Roman; Girolami, Mark; Trejo, Leonard J.; Cichocki, Andrzej
18
2001
A variational method for learning sparse and overcomplete representations. Zbl 0993.68082
Girolami, Mark
8
2001
An expectation-maximization approach to nonlinear component analysis. Zbl 1085.68646
Rosipal, Roman; Girolami, Mark
7
2001
A unifying information-theoretic framework for independent component analysis. Zbl 1054.94004
Lee, Te-Won; Girolami, M.; Bell, A. J.; Sejnowski, T. J.
19
2000
Advances in independent component analysis. Zbl 0966.68593
2
2000
all top 5

Cited by 1,522 Authors

33 Girolami, Mark A.
20 Oates, Chris J.
15 Stuart, Andrew M.
15 Tsionas, Mike G.
12 Marzouk, Youssef M.
11 Cui, Tiangang
11 Särkkä, Simo
10 Friel, Nial
10 Ghattas, Omar N.
9 Cockayne, Jon
9 Karvonen, Toni
9 Lan, Shiwei
9 Sullivan, Tim
8 Briol, François-Xavier
8 Filippone, Maurizio
8 Hennig, Philipp
8 Koutsourelakis, Phaedon-Stelios
8 Sanz-Serna, Jesús María
7 Bui-Thanh, Tan
7 Husmeier, Dirk
7 Selland Kleppe, Tore
7 Owhadi, Houman
7 Pavliotis, Grigorios A.
7 Shahbaba, Babak
7 Sherlock, Chris
6 Bou-Rabee, Nawaf M.
6 Chen, Peng
6 Duncan, Andrew B.
6 Ghanem, Roger G.
6 Golightly, Andrew
6 Karniadakis, George Em
6 Law, Kody J. H.
6 Perdikaris, Paris G.
6 Roininen, Lassi
6 Soize, Christian
6 Suykens, Johan A. K.
5 Bardsley, Johnathan M.
5 Beskos, Alexandros
5 Dunlop, Matthew M.
5 Kohn, Robert J.
5 Latz, Jonas
5 Lie, Han Cheng
5 Lin, Guang
5 Park, Jaewoo
5 Pereyra, Marcelo
5 Quiroz, Matias
5 Roberts, Gareth O.
5 Tran, Minh Ngoc
5 Villa, Umberto E.
5 Villani, Mattias
5 Zabaras, Nicholas J.
5 Zhang, Cheng
4 Aderhold, Andrej
4 Belomestny, Denis
4 Cirak, Fehmi
4 De Moor, Bart L. R.
4 Dellaportas, Petros
4 Durmus, Alain
4 Glatt-Holtz, Nathan E.
4 Grzegorczyk, Marco A.
4 Liang, Faming
4 Moulines, Eric
4 Papamarkou, Theodore
4 Pillai, Natesh S.
4 Sanz-Alonso, Daniel
4 Schwab, Christoph
4 Teckentrup, Aretha L.
4 Tong, Xin Thomson
4 Zahm, Olivier
3 Akyildiz, Ömer Deniz
3 Barp, Alessandro
3 Bédard, Myléne
3 Beer, Michael A.
3 Betancourt, Michael
3 Chada, Neil K.
3 Chopin, Nicolas
3 Cichocki, Andrzej
3 Cotter, Simon L.
3 Cripps, Edward
3 Da Costa, Lancelot
3 Dang, Khue-Dung
3 De Bortoli, Valentin
3 Deng, Wei
3 Drovandi, Christopher C.
3 Duffin, Connor
3 Dunson, David Brian
3 Durante, Daniele
3 Eberle, Andreas
3 Fearnhead, Paul
3 Fox, Emily B.
3 Friston, Karl J.
3 Gao, Wenwu
3 Garbuno-Inigo, Alfredo
3 Gramacy, Robert B.
3 Gretton, Arthur
3 Hoang, Viet Ha
3 Hoff, Peter D.
3 Holbrook, Andrew J.
3 Hrafnkelsson, Birgir
3 Hurn, Merrilee A.
...and 1,422 more Authors
all top 5

Cited in 159 Serials

92 Statistics and Computing
52 Journal of Computational Physics
35 SIAM/ASA Journal on Uncertainty Quantification
30 SIAM Journal on Scientific Computing
27 Computational Statistics and Data Analysis
25 Journal of Computational and Graphical Statistics
22 Computer Methods in Applied Mechanics and Engineering
21 Bayesian Analysis
18 Inverse Problems
17 Journal of Machine Learning Research (JMLR)
16 Bernoulli
14 Statistical Science
14 Neural Computation
12 Journal of the American Statistical Association
11 Computational Statistics
11 European Journal of Operational Research
10 Machine Learning
10 Journal of Statistical Computation and Simulation
10 The Annals of Applied Statistics
9 The Annals of Applied Probability
7 The Annals of Statistics
6 Journal of Econometrics
6 Statistics & Probability Letters
6 Neural Networks
6 Communications in Statistics. Simulation and Computation
6 Pattern Recognition
6 SIAM Journal on Mathematics of Data Science
5 Computers & Mathematics with Applications
5 International Statistical Review
5 Journal of Computational and Applied Mathematics
5 SIAM Review
5 Foundations of Computational Mathematics
5 Inverse Problems and Imaging
5 SIAM Journal on Imaging Sciences
4 Journal of Statistical Physics
4 Scandinavian Journal of Statistics
4 Mathematics of Computation
4 Physica D
4 Computational Mechanics
4 SIAM Journal on Applied Dynamical Systems
4 Multiscale Modeling & Simulation
4 Acta Numerica
4 Electronic Journal of Statistics
4 Proceedings of the Royal Society of London. A. Mathematical, Physical and Engineering Sciences
3 Journal of the Franklin Institute
3 Mathematical Biosciences
3 Physica A
3 BIT
3 Journal of Mathematical Psychology
3 Journal of Statistical Planning and Inference
3 Journal of Time Series Analysis
3 Applied Mathematics Letters
3 Journal of Scientific Computing
3 Applied Mathematical Modelling
3 Stochastic Processes and their Applications
3 Test
3 Monte Carlo Methods and Applications
3 Complexity
3 Data Mining and Knowledge Discovery
3 Computational Geosciences
3 Statistical Applications in Genetics and Molecular Biology
3 Stochastic and Partial Differential Equations. Analysis and Computations
2 Advances in Applied Probability
2 International Journal for Numerical Methods in Engineering
2 Journal of Applied Probability
2 Operations Research
2 SIAM Journal on Numerical Analysis
2 Statistica Neerlandica
2 Computational Mathematics and Modeling
2 Proceedings of the National Academy of Sciences of the United States of America
2 Annales de l’Institut Henri Poincaré. Probabilités et Statistiques
2 Soft Computing
2 Methodology and Computing in Applied Probability
2 European Series in Applied and Industrial Mathematics (ESAIM): Mathematical Modelling and Numerical Analysis
2 GAMM-Mitteilungen
2 Computational & Mathematical Methods in Medicine
2 Journal of Physics A: Mathematical and Theoretical
2 EURASIP Journal on Advances in Signal Processing
2 Mathematical Geosciences
2 Statistics Surveys
2 Science China. Mathematics
2 Journal of Agricultural, Biological, and Environmental Statistics
2 Information Geometry
2 Environmetrics
1 Journal of Mathematical Analysis and Applications
1 Journal of Mathematical Biology
1 Journal of Mathematical Physics
1 Physics Reports
1 Psychometrika
1 Bulletin of Mathematical Biology
1 Biometrical Journal
1 Calcolo
1 Information Sciences
1 Mathematics and Computers in Simulation
1 Numerische Mathematik
1 SIAM Journal on Control and Optimization
1 Theoretical Computer Science
1 Journal of Computational Mathematics
1 Acta Mathematicae Applicatae Sinica. English Series
1 Journal of Complexity
...and 59 more Serials
all top 5

Cited in 41 Fields

521 Statistics (62-XX)
360 Numerical analysis (65-XX)
176 Probability theory and stochastic processes (60-XX)
125 Computer science (68-XX)
56 Partial differential equations (35-XX)
42 Biology and other natural sciences (92-XX)
25 Operations research, mathematical programming (90-XX)
24 Statistical mechanics, structure of matter (82-XX)
24 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
24 Information and communication theory, circuits (94-XX)
21 Mechanics of deformable solids (74-XX)
17 Dynamical systems and ergodic theory (37-XX)
13 Systems theory; control (93-XX)
12 Approximations and expansions (41-XX)
12 Calculus of variations and optimal control; optimization (49-XX)
11 Functional analysis (46-XX)
11 Geophysics (86-XX)
10 Fluid mechanics (76-XX)
7 Ordinary differential equations (34-XX)
7 Differential geometry (53-XX)
7 Quantum theory (81-XX)
6 Integral equations (45-XX)
5 Mechanics of particles and systems (70-XX)
4 General and overarching topics; collections (00-XX)
4 Global analysis, analysis on manifolds (58-XX)
4 Optics, electromagnetic theory (78-XX)
3 Linear and multilinear algebra; matrix theory (15-XX)
3 Measure and integration (28-XX)
3 Harmonic analysis on Euclidean spaces (42-XX)
3 Operator theory (47-XX)
2 History and biography (01-XX)
2 Functions of a complex variable (30-XX)
2 Convex and discrete geometry (52-XX)
2 Classical thermodynamics, heat transfer (80-XX)
2 Relativity and gravitational theory (83-XX)
1 Combinatorics (05-XX)
1 Commutative algebra (13-XX)
1 Algebraic geometry (14-XX)
1 Real functions (26-XX)
1 Potential theory (31-XX)
1 Geometry (51-XX)

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