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- id: CressieFixed2010
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  archive: Calibre
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- id: DahlSparse2019
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    - family: Bonilla
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  issued:
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      month: 3
      day: 10
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- id: DubruleKriging2018
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      month: 9
      day: 23
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  citation-key: DubruleKriging2018
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  event-place: Cham
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  language: en
  page: 3-24
  publisher: Springer International Publishing
  publisher-place: Cham
  title: >-
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- id: FinleySpBayes2015
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    - year: 2022
      month: 1
      day: 28
  author:
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      given: Andrew O.
    - family: Banerjee
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    - family: Gelfand
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      day: 13
  language: en
  page: 1-28
  title: >-
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      day: 12
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  container-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
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- id: GulianGaussian2020
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      month: 1
      day: 26
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    - family: Frankel
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    - family: Swiler
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  issued:
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      month: 12
      day: 22
  language: en
  title: Gaussian Process Regression constrained by Boundary Value Problems
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- id: HuSpatial2013
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      day: 14
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    - family: Steinsland
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    - family: Simpson
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    - family: Rue
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  citation-key: HuSpatial2013
  issued:
    - year: 2013
      month: 7
      day: 4
  language: en
  title: >-
    Spatial Modelling of Temperature and Humidity using Systems of Stochastic
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- id: LeFastfoodapproximating2013
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      month: 9
      day: 21
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    - family: Smola
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  citation-key: LeFastfoodapproximating2013
  container-title: Proceedings of the international conference on machine learning
  issued:
    - year: 2013
  title: Fastfood-approximating kernel expansions in loglinear time
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- id: LeiDatadriven2018
  accessed:
    - year: 2020
      month: 12
      day: 17
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    - family: Li
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      day: 20
  language: en
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- id: LindgrenExplicit2011
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      month: 7
      day: 30
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- id: LiuFunctional2014
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      day: 21
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      month: 11
      day: 17
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- id: LordIntroduction2014
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      day: 22
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- id: LuoWiener2006
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      month: 5
      day: 20
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      given: Wuan
  citation-key: LuoWiener2006
  DOI: 10.7907/RPKX-BN02
  genre: phd
  issued:
    - year: 2006
  publisher: California Institute of Technology
  title: >-
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- id: MillerUnderstanding2020
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      month: 1
      day: 26
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    - family: Glennie
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    - family: Seaton
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  ISSN: 1537-2693
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      month: 3
      day: 1
  language: en
  page: 1-16
  title: >-
    Understanding the Stochastic Partial Differential Equation Approach to
    Smoothing
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  volume: '25'

- id: NguyenSpatial2012
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      month: 1
      day: 28
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    - family: Cressie
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    - family: Braverman
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  DOI: 10.1080/01621459.2012.694717
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  issued:
    - year: 2012
      month: 9
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  page: 1004-1018
  publisher: Taylor & Francis
  title: Spatial Statistical Data Fusion for Remote Sensing Applications
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- id: NowakKriging2013
  author:
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      given: W.
    - family: Litvinenko
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  citation-key: NowakKriging2013
  container-title: Mathematical Geosciences
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  ISSN: 1874-8961, 1874-8953
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      month: 5
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  language: en
  page: 411-435
  title: >-
    Kriging and Spatial Design Accelerated by Orders of Magnitude: Combining
    Low-Rank Covariance Approximations with FFT-Techniques
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- id: OHaganPolynomial2013
  author:
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      given: Anthony
  citation-key: OHaganPolynomial2013
  issued:
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  language: en
  page: '20'
  title: 'Polynomial Chaos: A Tutorial and Critique from a Statistician’s Perspective'
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- id: PetraComputational2014
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    - year: 2022
      month: 2
      day: 25
  author:
    - family: Petra
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    - family: Martin
      given: James
    - family: Stadler
      given: Georg
    - family: Ghattas
      given: Omar
  citation-key: PetraComputational2014
  container-title: SIAM Journal on Scientific Computing
  container-title-short: SIAM J. Sci. Comput.
  DOI: 10.1137/130934805
  ISSN: 1064-8275
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  issued:
    - year: 2014
      month: 1
  page: A1525-A1555
  publisher: Society for Industrial and Applied Mathematics
  title: >-
    A Computational Framework for Infinite-Dimensional Bayesian Inverse
    Problems, Part II: Stochastic Newton MCMC with Application to Ice Sheet Flow
    Inverse Problems
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- id: PhillipsSpectral2022
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      month: 12
      day: 2
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    - family: Seror
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    - family: Hutchinson
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    - family: Bortoli
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    - family: Doucet
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    - family: Mathieu
      given: Emile
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  event-title: NeurIPS 2022 Workshop on Score-Based Methods
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    - year: 2022
      month: 11
      day: 29
  language: en
  title: Spectral Diffusion Processes
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- id: QueipoSurrogatebased2005
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    - family: Haftka
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    - family: Goel
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    - family: Vaidyanathan
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  container-title: Progress in Aerospace Sciences
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- id: RahimiRandom2007
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    - year: 2014
      month: 8
      day: 20
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    - family: Recht
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  citation-key: RahimiRandom2007
  container-title: Advances in neural information processing systems
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  publisher: Curran Associates, Inc.
  title: Random features for large-scale kernel machines
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- id: RahimiUniform2008
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  citation-key: RahimiUniform2008
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    2008 46th Annual Allerton Conference on Communication, Control, and
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  title: Uniform approximation of functions with random bases
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- id: RahimiWeighted2009
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    - year: 2015
      month: 5
      day: 19
  author:
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    - family: Recht
      given: Benjamin
  citation-key: RahimiWeighted2009
  container-title: Advances in neural information processing systems
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  publisher: Curran Associates, Inc.
  title: >-
    Weighted Sums of Random Kitchen Sinks: Replacing minimization with
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- id: RiutortMayolPractical2020
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      month: 2
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    - family: Bürkner
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    - family: Andersen
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    - family: Solin
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    - family: Vehtari
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  container-title: arXiv:2004.11408 [stat]
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      month: 4
      day: 23
  title: >-
    Practical Hilbert space approximate Bayesian Gaussian processes for
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  URL: http://arxiv.org/abs/2004.11408

- id: SalimbeniOrthogonally2018
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    - year: 2022
      month: 2
      day: 27
  author:
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    - family: Cheng
      given: Ching-An
    - family: Boots
      given: Byron
    - family: Deisenroth
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  citation-key: SalimbeniOrthogonally2018
  collection-title: NIPS'18
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  event-place: Red Hook, NY, USA
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      month: 12
      day: 3
  page: 8725–8734
  publisher: Curran Associates Inc.
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  title: Orthogonally decoupled variational Gaussian processes
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- id: SarkkaSpatiotemporal2013
  author:
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    - family: Solin
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    - family: Hartikainen
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  container-title: IEEE Signal Processing Magazine
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    Spatiotemporal Learning via Infinite-Dimensional Bayesian Filtering and
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- id: ShiSparse2020
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      day: 28
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    - family: Titsias
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    Proceedings of the Twenty Third International Conference on Artificial
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  language: en
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  publisher: PMLR
  title: Sparse Orthogonal Variational Inference for Gaussian Processes
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- id: SolinHilbert2020
  accessed:
    - year: 2020
      month: 9
      day: 23
  author:
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    - family: Särkkä
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  container-title: Statistics and Computing
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  title: Hilbert Space Methods for Reduced-Rank Gaussian Process Regression
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- id: SolinKnow2019
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  title: >-
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  URL: https://acris.aalto.fi/ws/portalfiles/portal/40208954/Solin19a.pdf

- id: SteinModeling2008
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    - year: 2017
      month: 10
      day: 3
  author:
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      given: Michael L.
  citation-key: SteinModeling2008
  container-title: Journal of the Korean Statistical Society
  container-title-short: Journal of the Korean Statistical Society
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  ISSN: 1226-3192
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  title: A modeling approach for large spatial datasets
  type: article-journal
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- id: SutherlandError2015
  accessed:
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      month: 2
      day: 24
  author:
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      given: Danica J.
    - family: Schneider
      given: Jeff
  citation-key: SutherlandError2015
  collection-title: UAI'15
  container-title: >-
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  event-place: Arlington, Virginia, USA
  ISBN: 978-0-9966431-0-8
  issued:
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      month: 7
      day: 12
  page: 862–871
  publisher: AUAI Press
  publisher-place: Arlington, Virginia, USA
  title: On the error of random fourier features
  type: paper-conference
  URL: http://arxiv.org/abs/1506.02785

- id: TiaoSpherical2023
  accessed:
    - year: 2023
      month: 9
      day: 22
  author:
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      given: Louis C.
    - family: Dutordoir
      given: Vincent
    - family: Picheny
      given: Victor
  citation-key: TiaoSpherical2023
  issued:
    - year: 2023
      month: 6
      day: 15
  language: en
  title: Spherical Inducing Features for Orthogonally-Decoupled Gaussian Processes
  type: paper-conference
  URL: http://arxiv.org/abs/2304.14034

- id: WilsonEfficiently2020
  accessed:
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      month: 2
      day: 28
  author:
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    - family: Borovitskiy
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    - family: Terenin
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    - family: Mostowsky
      given: Peter
    - family: Deisenroth
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  citation-key: WilsonEfficiently2020
  container-title: Proceedings of the 37th International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  ISSN: 2640-3498
  issued:
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      month: 11
      day: 21
  language: en
  page: 10292-10302
  publisher: PMLR
  title: Efficiently sampling functions from Gaussian process posteriors
  type: paper-conference
  URL: http://arxiv.org/abs/2002.09309

- id: ZammitMangionFRK2021
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      day: 28
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      given: Andrew
    - family: Cressie
      given: Noel
  citation-key: ZammitMangionFRK2021
  container-title: Journal of Statistical Software
  DOI: 10.18637/jss.v098.i04
  ISSN: 1548-7660
  issued:
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      day: 31
  language: en
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  title: >-
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...
