---
references:
- id: AbrahamsenReview1997
  accessed:
    - year: 2016
      month: 1
      day: 6
  author:
    - family: Abrahamsen
      given: Petter
  citation-key: AbrahamsenReview1997
  issued:
    - year: 1997
      month: 4
  title: A review of Gaussian random fields and correlation functions
  type: report
  URL: >-
    http://publications.nr.no/publications.nr.no/directdownload/publications.nr.no/rask/old/917_Rapport.pdf

- id: AgarwalGenerative2011
  accessed:
    - year: 2019
      month: 6
      day: 21
  author:
    - family: Agarwal
      given: Arvind
    - family: Iii
      given: Hal Daumé
  citation-key: AgarwalGenerative2011
  container-title: >-
    Proceedings of the Fourteenth International Conference on Artificial
    Intelligence and Statistics
  event-title: >-
    Proceedings of the Fourteenth International Conference on Artificial
    Intelligence and Statistics
  issued:
    - year: 2011
      month: 6
      day: 14
  language: en
  page: 85-92
  title: Generative Kernels for Exponential Families
  type: paper-conference
  URL: http://proceedings.mlr.press/v15/agarwal11b.html

- id: AlexanderianBrief2015
  accessed:
    - year: 2020
      month: 5
      day: 21
  author:
    - family: Alexanderian
      given: Alen
  citation-key: AlexanderianBrief2015
  container-title: arXiv:1509.07526 [math]
  issued:
    - year: 2015
      month: 10
      day: 26
  title: A brief note on the Karhunen-Loève expansion
  type: article-journal
  URL: http://arxiv.org/abs/1509.07526

- id: AlvarezKernels2012
  accessed:
    - year: 2019
      month: 9
      day: 17
  author:
    - family: Álvarez
      given: Mauricio A.
    - family: Rosasco
      given: Lorenzo
    - family: Lawrence
      given: Neil D.
  citation-key: AlvarezKernels2012
  container-title: Foundations and Trends® in Machine Learning
  container-title-short: MAL
  DOI: 10.1561/2200000036
  ISSN: 1935-8237, 1935-8245
  issue: '3'
  issued:
    - year: 2012
      month: 6
      day: 19
  language: English
  number: '3'
  page: 195-266
  publisher: Now Publishers, Inc.
  title: 'Kernels for Vector-Valued Functions: A Review'
  type: article-journal
  URL: http://arxiv.org/abs/1106.6251
  volume: '4'

- id: AronszajnTheory1950
  accessed:
    - year: 2014
      month: 4
      day: 17
  author:
    - family: Aronszajn
      given: N.
  citation-key: AronszajnTheory1950
  container-title: Transactions of the American Mathematical Society
  container-title-short: Transactions of the American Mathematical Society
  DOI: 10.2307/1990404
  issue: '3'
  issued:
    - year: 1950
      month: 5
      day: 1
  number: '3'
  page: 337-404
  title: Theory of Reproducing Kernels
  type: article-journal
  volume: '68'

- id: BachExploring2008
  accessed:
    - year: 2019
      month: 9
      day: 19
  author:
    - family: Bach
      given: Francis
  citation-key: BachExploring2008
  collection-title: NIPS'08
  container-title: >-
    Proceedings of the 21st International Conference on Neural Information
    Processing Systems
  event-place: USA
  ISBN: 978-1-60560-949-2
  issued:
    - year: 2008
  page: 105–112
  publisher: Curran Associates Inc.
  publisher-place: USA
  title: Exploring Large Feature Spaces with Hierarchical Multiple Kernel Learning
  type: paper-conference
  URL: >-
    http://papers.nips.cc/paper/3418-exploring-large-feature-spaces-with-hierarchical-multiple-kernel-learning.pdf

- id: BacryFirst2016
  author:
    - family: Bacry
      given: Emmanuel
    - family: Muzy
      given: Jean-François
  citation-key: BacryFirst2016
  container-title: IEEE Transactions on Information Theory
  DOI: 10.1109/TIT.2016.2533397
  ISSN: 1557-9654
  issue: '4'
  issued:
    - year: 2016
      month: 4
  number: '4'
  page: 2184-2202
  title: >-
    First- and Second-Order Statistics Characterization of Hawkes Processes and
    Non-Parametric Estimation
  type: article-journal
  URL: http://arxiv.org/abs/1401.0903
  volume: '62'

- id: BalogMondrian2016
  accessed:
    - year: 2016
      month: 6
      day: 21
  author:
    - family: Balog
      given: Matej
    - family: Lakshminarayanan
      given: Balaji
    - family: Ghahramani
      given: Zoubin
    - family: Roy
      given: Daniel M.
    - family: Teh
      given: Yee Whye
  citation-key: BalogMondrian2016
  container-title: arXiv:1606.05241 [stat]
  issued:
    - year: 2016
      month: 6
      day: 16
  title: The Mondrian Kernel
  type: article-journal
  URL: http://arxiv.org/abs/1606.05241

- id: BochnerLectures1959
  author:
    - family: Bochner
      given: Salomon
  citation-key: BochnerLectures1959
  ISBN: 978-0-691-07994-3
  issued:
    - year: 1959
      month: 9
      day: 21
  language: en
  number-of-pages: '347'
  publisher: Princeton University Press
  title: Lectures on Fourier Integrals
  type: book

- id: BohnRepresenter2018
  accessed:
    - year: 2019
      month: 11
      day: 12
  author:
    - family: Bohn
      given: Bastian
    - family: Griebel
      given: Michael
    - family: Rieger
      given: Christian
  citation-key: BohnRepresenter2018
  container-title: arXiv:1709.10441 [cs, math]
  issued:
    - year: 2018
      month: 6
      day: 7
  title: A representer theorem for deep kernel learning
  type: article-journal
  URL: http://arxiv.org/abs/1709.10441

- id: BonillaGeneric2019
  accessed:
    - year: 2020
      month: 10
      day: 28
  author:
    - family: Bonilla
      given: Edwin V.
    - family: Krauth
      given: Karl
    - family: Dezfouli
      given: Amir
  citation-key: BonillaGeneric2019
  container-title: Journal of Machine Learning Research
  ISSN: 1533-7928
  issue: '117'
  issued:
    - year: 2019
  page: 1-63
  title: Generic Inference in Latent Gaussian Process Models
  type: article-journal
  URL: http://arxiv.org/abs/1609.00577
  volume: '20'

- id: ChenSpaceTime2021
  accessed:
    - year: 2021
      month: 3
      day: 16
  author:
    - family: Chen
      given: Wanfang
    - family: Genton
      given: Marc G.
    - family: Sun
      given: Ying
  citation-key: ChenSpaceTime2021
  container-title: Annual Review of Statistics and Its Application
  DOI: 10.1146/annurev-statistics-042720-115603
  issue: '1'
  issued:
    - year: 2021
  page: 191-215
  title: Space-Time Covariance Structures and Models
  type: article-journal
  volume: '8'

- id: ChoKernel2009
  accessed:
    - year: 2021
      month: 1
      day: 5
  author:
    - family: Cho
      given: Youngmin
    - family: Saul
      given: Lawrence K.
  citation-key: ChoKernel2009
  collection-title: NIPS'09
  container-title: >-
    Proceedings of the 22nd International Conference on Neural Information
    Processing Systems
  event-place: Red Hook, NY, USA
  ISBN: 978-1-61567-911-9
  issued:
    - year: 2009
      month: 12
      day: 7
  page: 342–350
  publisher: Curran Associates Inc.
  publisher-place: Red Hook, NY, USA
  title: Kernel methods for deep learning
  type: paper-conference
  URL: >-
    https://papers.nips.cc/paper/2009/hash/5751ec3e9a4feab575962e78e006250d-Abstract.html
  volume: '22'

- id: ChristoudiasBayesian2009
  author:
    - family: Christoudias
      given: Mario
    - family: Urtasun
      given: Raquel
    - family: Darrell
      given: Trevor
  citation-key: ChristoudiasBayesian2009
  issue: UCB/EECS-2009-96
  issued:
    - year: 2009
      month: 7
  number: UCB/EECS-2009-96
  page: '13'
  publisher: EECS Department, University of California, Berkeley
  title: Bayesian localized multiple kernel learning
  type: report
  URL: http://www2.eecs.berkeley.edu/Pubs/TechRpts/2009/EECS-2009-96.html

- id: CortesRational2004
  accessed:
    - year: 2012
      month: 10
      day: 3
  author:
    - family: Cortes
      given: Corinna
    - family: Haffner
      given: Patrick
    - family: Mohri
      given: Mehryar
  citation-key: CortesRational2004
  container-title: Journal of Machine Learning Research
  ISSN: 1532-4435
  issued:
    - year: 2004
      month: 12
  page: 1035-1062
  title: 'Rational Kernels: Theory and Algorithms'
  type: article-journal
  URL: http://dl.acm.org/citation.cfm?id=1005332.1016793
  volume: '5'

- id: CressieClasses1999
  author:
    - family: Cressie
      given: Noel
    - family: Huang
      given: Hsin-Cheng
  citation-key: CressieClasses1999
  container-title: Journal of the American Statistical Association
  container-title-short: Journal of the American Statistical Association
  DOI: 10.1080/01621459.1999.10473885
  ISSN: 0162-1459
  issue: '448'
  issued:
    - year: 1999
      month: 12
      day: 1
  number: '448'
  page: 1330-1339
  publisher: Taylor & Francis
  title: Classes of Nonseparable, Spatio-Temporal Stationary Covariance Functions
  type: article-journal
  URL: http://www.stat.ncsu.edu/people/fuentes/courses/st790m/Lectures/park.pdf
  volume: '94'

- id: DowlingHidaMatern2021
  accessed:
    - year: 2022
      month: 7
      day: 19
  author:
    - family: Dowling
      given: Matthew
    - family: Sokół
      given: Piotr
    - family: Park
      given: Il Memming
  citation-key: DowlingHidaMatern2021
  DOI: 10.48550/arXiv.2107.07098
  issued:
    - year: 2021
      month: 12
      day: 27
  number: arXiv:2107.07098
  publisher: arXiv
  title: Hida-Matérn Kernel
  type: article
  URL: http://arxiv.org/abs/2107.07098

- id: DuvenaudAdditive2011
  author:
    - family: Duvenaud
      given: David K.
    - family: Nickisch
      given: Hannes
    - family: Rasmussen
      given: Carl E.
  citation-key: DuvenaudAdditive2011
  container-title: Advances in neural information processing systems
  issued:
    - year: 2011
  page: 226–234
  title: Additive gaussian processes
  type: paper-conference
  URL: http://papers.nips.cc/paper/4221-additive-gaussian-processes.pdf

- id: DuvenaudAutomatic2014
  author:
    - family: Duvenaud
      given: David
  citation-key: DuvenaudAutomatic2014
  DOI: 10.17863/CAM.14087
  genre: PhD Thesis
  issued:
    - year: 2014
  publisher: University of Cambridge
  title: Automatic model construction with Gaussian processes
  type: thesis
  URL: https://github.com/duvenaud/phd-thesis

- id: DuvenaudStructure2013
  author:
    - family: Duvenaud
      given: David
    - family: Lloyd
      given: James
    - family: Grosse
      given: Roger
    - family: Tenenbaum
      given: Joshua
    - family: Zoubin
      given: Ghahramani
  citation-key: DuvenaudStructure2013
  container-title: >-
    Proceedings of the 30th International Conference on Machine Learning
    (ICML-13)
  issued:
    - year: 2013
  page: 1166–1174
  title: >-
    Structure Discovery in Nonparametric Regression through Compositional Kernel
    Search
  type: paper-conference
  URL: http://machinelearning.wustl.edu/mlpapers/papers/icml2013_duvenaud13

- id: GaspariConstruction1999
  accessed:
    - year: 2020
      month: 10
      day: 21
  author:
    - family: Gaspari
      given: Gregory
    - family: Cohn
      given: Stephen E.
  citation-key: GaspariConstruction1999
  container-title: Quarterly Journal of the Royal Meteorological Society
  container-title-short: Q.J Royal Met. Soc.
  DOI: 10.1002/qj.49712555417
  ISSN: 00359009, 1477870X
  issue: '554'
  issued:
    - year: 1999
      month: 1
  language: en
  page: 723-757
  title: Construction of correlation functions in two and three dimensions
  type: article-journal
  volume: '125'

- id: GentonClasses2001
  accessed:
    - year: 2015
      month: 12
      day: 1
  author:
    - family: Genton
      given: Marc G.
  citation-key: GentonClasses2001
  container-title: Journal of Machine Learning Research
  ISSN: 1532-4435
  issued:
    - year: 2001
      month: 12
  page: 299–312
  title: 'Classes of Kernels for Machine Learning: A Statistics Perspective'
  type: article-journal
  URL: http://jmlr.org/papers/volume2/genton01a/genton01a.pdf
  volume: '2'

- id: GentonTime2004
  accessed:
    - year: 2021
      month: 1
      day: 5
  author:
    - family: Genton
      given: Marc G.
    - family: Perrin
      given: Olivier
  citation-key: GentonTime2004
  container-title: Journal of Applied Probability
  DOI: 10.1239/jap/1077134681
  ISBN: '9781077134683'
  ISSN: 0021-9002, 1475-6072
  issue: '1'
  issued:
    - year: 2004
      month: 3
  language: en
  number: '1'
  page: 236-249
  publisher: Cambridge University Press
  title: >-
    On a time deformation reducing nonstationary stochastic processes to local
    stationarity
  type: article-journal
  volume: '41'

- id: GirolamiHierarchic2005
  accessed:
    - year: 2019
      month: 10
      day: 4
  author:
    - family: Girolami
      given: Mark
    - family: Rogers
      given: Simon
  citation-key: GirolamiHierarchic2005
  container-title: >-
    Proceedings of the 22nd international conference on Machine learning  - ICML
    '05
  DOI: 10.1145/1102351.1102382
  event-place: Bonn, Germany
  event-title: the 22nd international conference
  ISBN: 978-1-59593-180-1
  issued:
    - year: 2005
  language: en
  page: 241-248
  publisher: ACM Press
  publisher-place: Bonn, Germany
  title: Hierarchic Bayesian models for kernel learning
  type: paper-conference
  URL: >-
    https://icml.cc/Conferences/2005/proceedings/papers/031_Hierarchic_GirolamiRogers.pdf

- id: GneitingCompactly2002
  accessed:
    - year: 2019
      month: 9
      day: 25
  author:
    - family: Gneiting
      given: Tilmann
  citation-key: GneitingCompactly2002
  container-title: Journal of Multivariate Analysis
  container-title-short: Journal of Multivariate Analysis
  DOI: 10.1006/jmva.2001.2056
  ISSN: 0047-259X
  issue: '2'
  issued:
    - year: 2002
      month: 11
      day: 1
  page: 493-508
  title: Compactly Supported Correlation Functions
  type: article-journal
  URL: https://core.ac.uk/download/pdf/82421331.pdf
  volume: '83'

- id: GneitingMatern2010
  accessed:
    - year: 2017
      month: 8
      day: 7
  author:
    - family: Gneiting
      given: Tilmann
    - family: Kleiber
      given: William
    - family: Schlather
      given: Martin
  citation-key: GneitingMatern2010
  container-title: Journal of the American Statistical Association
  DOI: 10.1198/jasa.2010.tm09420
  ISSN: 0162-1459, 1537-274X
  issue: '491'
  issued:
    - year: 2010
      month: 9
  language: en
  number: '491'
  page: 1167-1177
  publisher: Taylor & Francis
  title: Matérn Cross-Covariance Functions for Multivariate Random Fields
  type: article-journal
  URL: http://www4.stat.ncsu.edu/~reich/st733/matern.pdf
  volume: '105'

- id: GneitingNonseparable2002
  accessed:
    - year: 2020
      month: 9
      day: 1
  author:
    - family: Gneiting
      given: Tilmann
  citation-key: GneitingNonseparable2002
  container-title: Journal of the American Statistical Association
  container-title-short: 'null'
  DOI: 10.1198/016214502760047113
  ISSN: 0162-1459
  issue: '458'
  issued:
    - year: 2002
      month: 6
      day: 1
  page: 590-600
  publisher: Taylor & Francis
  title: Nonseparable, Stationary Covariance Functions for Space–Time Data
  type: article-journal
  volume: '97'

- id: GrosseExploiting2012
  accessed:
    - year: 2015
      month: 2
      day: 24
  author:
    - family: Grosse
      given: Roger
    - family: Salakhutdinov
      given: Ruslan R.
    - family: Freeman
      given: William T.
    - family: Tenenbaum
      given: Joshua B.
  citation-key: GrosseExploiting2012
  container-title: Proceedings of the Conference on Uncertainty in Artificial Intelligence
  event-title: Conference on Uncertainty in Artificial Intelligence
  issued:
    - year: 2012
      month: 10
      day: 16
  title: Exploiting compositionality to explore a large space of model structures
  type: paper-conference
  URL: http://arxiv.org/abs/1210.4856

- id: HartikainenKalman2010
  author:
    - family: Hartikainen
      given: J.
    - family: Särkkä
      given: S.
  citation-key: HartikainenKalman2010
  container-title: 2010 IEEE International Workshop on Machine Learning for Signal Processing
  DOI: 10.1109/MLSP.2010.5589113
  event-place: Kittila, Finland
  event-title: 2010 IEEE International Workshop on Machine Learning for Signal Processing
  ISBN: 978-1-4244-7875-0
  issued:
    - year: 2010
      month: 8
  page: 379-384
  publisher: IEEE
  publisher-place: Kittila, Finland
  title: >-
    Kalman filtering and smoothing solutions to temporal Gaussian process
    regression models
  type: paper-conference
  URL: https://users.aalto.fi/~ssarkka/pub/gp-ts-kfrts.pdf

- id: HawkesSpectra1971
  accessed:
    - year: 2013
      month: 4
      day: 17
  author:
    - family: Hawkes
      given: Alan G.
  citation-key: HawkesSpectra1971
  container-title: Biometrika
  container-title-short: Biometrika
  DOI: 10.1093/biomet/58.1.83
  ISSN: 0006-3444, 1464-3510
  issue: '1'
  issued:
    - year: 1971
      month: 1
      day: 4
  language: en
  page: 83-90
  title: Spectra of some self-exciting and mutually exciting point processes
  type: article-journal
  volume: '58'

- id: HintonUsing2008
  accessed:
    - year: 2019
      month: 9
      day: 19
  author:
    - family: Hinton
      given: Geoffrey E
    - family: Salakhutdinov
      given: Ruslan R
  citation-key: HintonUsing2008
  container-title: Advances in Neural Information Processing Systems 20
  editor:
    - family: Platt
      given: J. C.
    - family: Koller
      given: D.
    - family: Singer
      given: Y.
    - family: Roweis
      given: S. T.
  issued:
    - year: 2008
  page: 1249–1256
  publisher: Curran Associates, Inc.
  title: Using Deep Belief Nets to Learn Covariance Kernels for Gaussian Processes
  type: paper-conference
  URL: >-
    http://papers.nips.cc/paper/3211-using-deep-belief-nets-to-learn-covariance-kernels-for-gaussian-processes.pdf

- id: HofmannKernel2008
  accessed:
    - year: 2013
      month: 4
      day: 1
  author:
    - family: Hofmann
      given: Thomas
    - family: Schölkopf
      given: Bernhard
    - family: Smola
      given: Alexander J.
  citation-key: HofmannKernel2008
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/009053607000000677
  ISSN: 0090-5364
  issue: '3'
  issued:
    - year: 2008
      month: 6
  language: EN
  number: '3'
  page: 1171-1220
  title: Kernel methods in machine learning
  type: article-journal
  volume: '36'

- id: KarRandom2012
  accessed:
    - year: 2021
      month: 3
      day: 4
  author:
    - family: Kar
      given: Purushottam
    - family: Karnick
      given: Harish
  citation-key: KarRandom2012
  container-title: Artificial Intelligence and Statistics
  event-title: Artificial Intelligence and Statistics
  ISSN: 1938-7228
  issued:
    - year: 2012
      month: 3
      day: 21
  language: en
  page: 583-591
  publisher: PMLR
  title: Random Feature Maps for Dot Product Kernels
  type: paper-conference
  URL: http://proceedings.mlr.press/v22/kar12.html

- id: KomSamoGeneralized2015
  accessed:
    - year: 2019
      month: 9
      day: 24
  author:
    - family: Kom Samo
      given: Yves-Laurent
    - family: Roberts
      given: Stephen
  citation-key: KomSamoGeneralized2015
  container-title: arXiv:1506.02236 [stat]
  issued:
    - year: 2015
      month: 6
      day: 7
  title: Generalized Spectral Kernels
  type: article-journal
  URL: http://arxiv.org/abs/1506.02236

- id: KondorGaussian2006
  accessed:
    - year: 2019
      month: 9
      day: 19
  author:
    - family: Kondor
      given: Risi
    - family: Jebara
      given: Tony
  citation-key: KondorGaussian2006
  collection-title: NIPS'06
  container-title: >-
    Proceedings of the 19th International Conference on Neural Information
    Processing Systems
  event-place: Canada
  issued:
    - year: 2006
  page: 729–736
  publisher: MIT Press
  publisher-place: Cambridge, MA, USA
  title: Gaussian and Wishart Hyperkernels
  type: paper-conference
  URL: http://dl.acm.org/citation.cfm?id=2976456.2976548

- id: KrauthAutoGP2016
  author:
    - family: Krauth
      given: Karl
    - family: Bonilla
      given: Edwin V.
    - family: Cutajar
      given: Kurt
    - family: Filippone
      given: Maurizio
  citation-key: KrauthAutoGP2016
  container-title: UAI17
  event-title: Conference on Uncertainty in Artifical Intelligence
  issued:
    - year: 2016
      month: 10
      day: 17
  title: >-
    AutoGP: Exploring the Capabilities and Limitations of Gaussian Process
    Models
  type: paper-conference
  URL: http://arxiv.org/abs/1610.05392

- id: LawrenceProbabilistic2005
  accessed:
    - year: 2019
      month: 9
      day: 17
  author:
    - family: Lawrence
      given: Neil
  citation-key: LawrenceProbabilistic2005
  container-title: Journal of Machine Learning Research
  ISSN: ISSN 1533-7928
  issue: Nov
  issued:
    - year: 2005
  number: Nov
  page: 1783-1816
  title: >-
    Probabilistic Non-linear Principal Component Analysis with Gaussian Process
    Latent Variable Models
  type: article-journal
  URL: http://www.jmlr.org/papers/v6/lawrence05a.html
  volume: '6'

- id: LloydAutomatic2014
  author:
    - family: Lloyd
      given: James Robert
    - family: Duvenaud
      given: David
    - family: Grosse
      given: Roger
    - family: Tenenbaum
      given: Joshua
    - family: Ghahramani
      given: Zoubin
  citation-key: LloydAutomatic2014
  container-title: Twenty-eighth AAAI conference on artificial intelligence
  issued:
    - year: 2014
  title: >-
    Automatic construction and natural-language description of nonparametric
    regression models
  type: paper-conference
  URL: http://arxiv.org/abs/1402.4304

- id: MercerFunctions1909
  accessed:
    - year: 2017
      month: 10
      day: 15
  author:
    - family: Mercer
      given: J.
  citation-key: MercerFunctions1909
  container-title: >-
    Philosophical Transactions of the Royal Society of London. Series A,
    Containing Papers of a Mathematical or Physical Character
  DOI: 10.1098/rsta.1909.0016
  ISSN: 0264-3952
  issue: 441-458
  issued:
    - year: 1909
  number: 441-458
  page: 415-446
  title: >-
    Functions of Positive and Negative Type, and their Connection with the
    Theory of Integral Equations
  type: article-journal
  volume: '209'

- id: MicchelliLearning2005
  accessed:
    - year: 2018
      month: 5
      day: 26
  author:
    - family: Micchelli
      given: Charles A.
    - family: Pontil
      given: Massimiliano
  citation-key: MicchelliLearning2005
  container-title: Journal of Machine Learning Research
  ISSN: ISSN 1533-7928
  issue: Jul
  issued:
    - year: 2005
  number: Jul
  page: 1099-1125
  title: Learning the Kernel Function via Regularization
  type: article-journal
  URL: http://www.jmlr.org/papers/v6/micchelli05a.html
  volume: '6'

- id: MicchelliLearning2005a
  accessed:
    - year: 2018
      month: 5
      day: 25
  author:
    - family: Micchelli
      given: Charles A.
    - family: Pontil
      given: Massimiliano
  citation-key: MicchelliLearning2005a
  container-title: Neural Computation
  container-title-short: Neural Computation
  DOI: 10.1162/0899766052530802
  ISSN: 0899-7667
  issue: '1'
  issued:
    - year: 2005
      month: 1
      day: 1
  number: '1'
  page: 177-204
  title: On Learning Vector-Valued Functions
  type: article-journal
  URL: http://www0.cs.ucl.ac.uk/staff/M.Pontil/reading/vecval.pdf
  volume: '17'

- id: MinasnyMatern2005
  author:
    - family: Minasny
      given: Budiman
    - family: McBratney
      given: Alex. B.
  citation-key: MinasnyMatern2005
  collection-title: Pedometrics 2003
  container-title: Geoderma
  container-title-short: Geoderma
  DOI: 10.1016/j.geoderma.2005.04.003
  ISSN: 0016-7061
  issue: 3–4
  issued:
    - year: 2005
      month: 10
  number: 3–4
  page: 192-207
  title: The Matérn function as a general model for soil variograms
  type: article-journal
  volume: '128'

- id: MurphyMachine2012
  author:
    - family: Murphy
      given: Kevin P.
  call-number: Q325.5 .M87 2012
  citation-key: MurphyMachine2012
  collection-title: Adaptive computation and machine learning series
  edition: 1 edition
  event-place: Cambridge, MA
  ISBN: 978-0-262-01802-9
  issued:
    - year: 2012
  language: English
  number-of-pages: '1067'
  publisher: MIT Press
  publisher-place: Cambridge, MA
  title: 'Machine learning: a probabilistic perspective'
  type: book

- id: MurraySmithTransformations2005
  author:
    - family: Murray-Smith
      given: Roderick
    - family: Pearlmutter
      given: Barak A.
  citation-key: MurraySmithTransformations2005
  collection-title: Lecture Notes in Computer Science
  container-title: Deterministic and Statistical Methods in Machine Learning
  editor:
    - family: Winkler
      given: Joab
    - family: Niranjan
      given: Mahesan
    - family: Lawrence
      given: Neil
  ISBN: 978-3-540-31728-9
  issued:
    - year: 2005
  language: en
  page: 110-123
  publisher: Springer Berlin Heidelberg
  title: Transformations of Gaussian Process Priors
  type: paper-conference
  URL: http://bcl.hamilton.ie/~barak/papers/MLW-Jul-2005.pdf

- id: OCallaghanContinuous2011
  accessed:
    - year: 2019
      month: 9
      day: 17
  author:
    - family: O’Callaghan
      given: Simon Timothy
    - family: Ramos
      given: Fabio T.
  citation-key: OCallaghanContinuous2011
  container-title: Twenty-Fifth AAAI Conference on Artificial Intelligence
  event-title: Twenty-Fifth AAAI Conference on Artificial Intelligence
  issued:
    - year: 2011
      month: 8
      day: 4
  language: en
  title: Continuous Occupancy Mapping with Integral Kernels
  type: paper-conference
  URL: https://www.aaai.org/ocs/index.php/AAAI/AAAI11/paper/view/3784

- id: OngHyperkernels2002
  accessed:
    - year: 2019
      month: 9
      day: 19
  author:
    - family: Ong
      given: Cheng Soon
    - family: Smola
      given: Alexander J.
    - family: Williamson
      given: Robert C.
  citation-key: OngHyperkernels2002
  collection-title: NIPS'02
  container-title: >-
    Proceedings of the 15th International Conference on Neural Information
    Processing Systems
  event-place: Cambridge, MA, USA
  issued:
    - year: 2002
  page: 495–502
  publisher: MIT Press
  publisher-place: Cambridge, MA, USA
  title: Hyperkernels
  type: paper-conference
  URL: http://dl.acm.org/citation.cfm?id=2968618.2968680

- id: OngLearning2004
  accessed:
    - year: 2019
      month: 9
      day: 19
  author:
    - family: Ong
      given: Cheng Soon
    - family: Mary
      given: Xavier
    - family: Canu
      given: Stéphane
    - family: Smola
      given: Alexander J.
  citation-key: OngLearning2004
  container-title: Twenty-first international conference on Machine learning  - ICML '04
  DOI: 10.1145/1015330.1015443
  event-place: Banff, Alberta, Canada
  event-title: Twenty-first international conference
  issued:
    - year: 2004
  language: en
  page: '81'
  publisher: ACM Press
  publisher-place: Banff, Alberta, Canada
  title: Learning with non-positive kernels
  type: paper-conference
  URL: http://portal.acm.org/citation.cfm?doid=1015330.1015443

- id: OngLearning2005
  accessed:
    - year: 2019
      month: 9
      day: 19
  author:
    - family: Ong
      given: Cheng Soon
    - family: Smola
      given: Alexander J.
    - family: Williamson
      given: Robert C.
  citation-key: OngLearning2005
  container-title: Journal of Machine Learning Research
  ISSN: ISSN 1533-7928
  issue: Jul
  issued:
    - year: 2005
  number: Jul
  page: 1043-1071
  title: Learning the Kernel with Hyperkernels
  type: article-journal
  URL: http://www.jmlr.org/papers/v6/ong05a.html
  volume: '6'

- id: OngMachine2003
  accessed:
    - year: 2019
      month: 9
      day: 19
  author:
    - family: Ong
      given: Cheng Soon
    - family: Smola
      given: Alexander J.
  citation-key: OngMachine2003
  collection-title: ICML'03
  container-title: >-
    Proceedings of the Twentieth International Conference on International
    Conference on Machine Learning
  event-place: Washington, DC, USA
  ISBN: 978-1-57735-189-4
  issued:
    - year: 2003
  page: 568–575
  publisher: AAAI Press
  publisher-place: Washington, DC, USA
  title: Machine Learning Using Hyperkernels
  type: paper-conference
  URL: http://dl.acm.org/citation.cfm?id=3041838.3041910

- id: PaciorekNonstationary2003
  accessed:
    - year: 2021
      month: 3
      day: 29
  author:
    - family: Paciorek
      given: Christopher J.
    - family: Schervish
      given: Mark J.
  citation-key: PaciorekNonstationary2003
  collection-title: NIPS'03
  container-title: >-
    Proceedings of the 16th International Conference on Neural Information
    Processing Systems
  event-place: Cambridge, MA, USA
  issued:
    - year: 2003
      month: 12
      day: 9
  page: 273–280
  publisher: MIT Press
  publisher-place: Cambridge, MA, USA
  title: Nonstationary covariance functions for Gaussian process regression
  type: paper-conference
  URL: >-
    https://papers.nips.cc/paper/2003/hash/326a8c055c0d04f5b06544665d8bb3ea-Abstract.html
  volume: '16'

- id: PerezAbreuCovarianceParameter2005
  accessed:
    - year: 2019
      month: 10
      day: 25
  author:
    - family: Pérez-Abreu
      given: Víctor
    - family: Rocha-Arteaga
      given: Alfonso
  citation-key: PerezAbreuCovarianceParameter2005
  container-title: Infinite Dimensional Analysis, Quantum Probability and Related Topics
  DOI: 10.1142/S0219025705001846
  ISSN: 0219-0257, 1793-6306
  issue: '01'
  issued:
    - year: 2005
      month: 3
  language: en
  page: 33-54
  title: Covariance-Parameter Lévy Processes in the Space of Trace-Class Operators
  type: article-journal
  URL: https://random.cimat.mx/reportes/enlinea/I-03-03.PDF
  volume: '08'

- id: PerrinReducing1999
  accessed:
    - year: 2021
      month: 1
      day: 5
  author:
    - family: Perrin
      given: Olivier
    - family: Senoussi
      given: Rachid
  citation-key: PerrinReducing1999
  container-title: Statistics & Probability Letters
  container-title-short: Statistics & Probability Letters
  DOI: 10.1016/S0167-7152(98)00278-8
  ISSN: 0167-7152
  issue: '4'
  issued:
    - year: 1999
      month: 7
      day: 15
  language: en
  page: 393-397
  title: >-
    Reducing non-stationary stochastic processes to stationarity by a time
    deformation
  type: article-journal
  volume: '43'

- id: PerrinReducing2000
  accessed:
    - year: 2021
      month: 1
      day: 5
  author:
    - family: Perrin
      given: Olivier
    - family: Senoussi
      given: Rachid
  citation-key: PerrinReducing2000
  container-title: Statistics & Probability Letters
  container-title-short: Statistics & Probability Letters
  DOI: 10.1016/S0167-7152(99)00188-1
  ISSN: 0167-7152
  issue: '1'
  issued:
    - year: 2000
      month: 5
      day: 15
  language: en
  page: 23-32
  title: >-
    Reducing non-stationary random fields to stationarity and isotropy using a
    space deformation
  type: article-journal
  volume: '48'

- id: PfaffelWishart2012
  accessed:
    - year: 2019
      month: 10
      day: 9
  author:
    - family: Pfaffel
      given: Oliver
  citation-key: PfaffelWishart2012
  container-title: arXiv:1201.3256 [math]
  issued:
    - year: 2012
      month: 1
      day: 16
  title: Wishart Processes
  type: article-journal
  URL: http://arxiv.org/abs/1201.3256

- id: RakotomamonjySimpleMKL2008
  accessed:
    - year: 2019
      month: 10
      day: 4
  author:
    - family: Rakotomamonjy
      given: Alain
    - family: Bach
      given: Francis R.
    - family: Canu
      given: Stéphane
    - family: Grandvalet
      given: Yves
  citation-key: RakotomamonjySimpleMKL2008
  container-title: Journal of Machine Learning Research
  ISSN: ISSN 1533-7928
  issue: Nov
  issued:
    - year: 2008
  page: 2491-2521
  title: SimpleMKL
  type: article-journal
  URL: http://www.jmlr.org/papers/v9/rakotomamonjy08a.html
  volume: '9'

- id: RasmussenGaussian2006
  author:
    - family: Rasmussen
      given: Carl Edward
    - family: Williams
      given: Christopher K. I.
  call-number: QA274.4 .R37 2006
  citation-key: RasmussenGaussian2006
  collection-title: Adaptive computation and machine learning
  event-place: Cambridge, Mass
  ISBN: 978-0-262-18253-9
  issued:
    - year: 2006
  number-of-pages: '248'
  page: '248'
  publisher: MIT Press
  publisher-place: Cambridge, Mass
  title: Gaussian processes for machine learning
  type: book
  URL: http://www.gaussianprocess.org/gpml/

- id: RemesNeural2018
  accessed:
    - year: 2019
      month: 12
      day: 12
  author:
    - family: Remes
      given: Sami
    - family: Heinonen
      given: Markus
    - family: Kaski
      given: Samuel
  citation-key: RemesNeural2018
  container-title: arXiv:1811.10978 [cs, stat]
  issued:
    - year: 2018
      month: 11
      day: 27
  language: en
  title: Neural Non-Stationary Spectral Kernel
  type: article-journal
  URL: http://arxiv.org/abs/1811.10978

- id: RemesNonStationary2017
  accessed:
    - year: 2019
      month: 9
      day: 18
  author:
    - family: Remes
      given: Sami
    - family: Heinonen
      given: Markus
    - family: Kaski
      given: Samuel
  citation-key: RemesNonStationary2017
  container-title: Advances in Neural Information Processing Systems 30
  editor:
    - family: Guyon
      given: I.
    - family: Luxburg
      given: U. V.
    - family: Bengio
      given: S.
    - family: Wallach
      given: H.
    - family: Fergus
      given: R.
    - family: Vishwanathan
      given: S.
    - family: Garnett
      given: R.
  ISBN: 978-1-5108-6096-4
  issued:
    - year: 2017
  page: 4642–4651
  publisher: Curran Associates, Inc.
  title: Non-Stationary Spectral Kernels
  type: paper-conference
  URL: http://papers.nips.cc/paper/7050-non-stationary-spectral-kernels.pdf

- id: SampsonNonparametric1992
  accessed:
    - year: 2021
      month: 1
      day: 5
  author:
    - family: Sampson
      given: Paul D.
    - family: Guttorp
      given: Peter
  citation-key: SampsonNonparametric1992
  container-title: Journal of the American Statistical Association
  DOI: 10.1080/01621459.1992.10475181
  ISSN: 0162-1459
  issue: '417'
  issued:
    - year: 1992
      month: 3
      day: 1
  page: 108-119
  publisher: Taylor & Francis
  title: Nonparametric Estimation of Nonstationary Spatial Covariance Structure
  type: article-journal
  volume: '87'

- id: SarkkaInfiniteDimensional2012
  accessed:
    - year: 2016
      month: 9
      day: 22
  author:
    - family: Särkkä
      given: Simo
    - family: Hartikainen
      given: Jouni
  citation-key: SarkkaInfiniteDimensional2012
  container-title: Artificial Intelligence and Statistics
  event-title: Artificial Intelligence and Statistics
  issued:
    - year: 2012
  title: >-
    Infinite-Dimensional Kalman Filtering Approach to Spatio-Temporal Gaussian
    Process Regression
  type: paper-conference
  URL: http://www.jmlr.org/proceedings/papers/v22/sarkka12.html

- id: SarkkaSpatiotemporal2013
  author:
    - family: Särkkä
      given: Simo
    - family: Solin
      given: A.
    - family: Hartikainen
      given: J.
  citation-key: SarkkaSpatiotemporal2013
  container-title: IEEE Signal Processing Magazine
  DOI: 10.1109/MSP.2013.2246292
  ISSN: 1053-5888
  issue: '4'
  issued:
    - year: 2013
      month: 7
  number: '4'
  page: 51-61
  title: >-
    Spatiotemporal Learning via Infinite-Dimensional Bayesian Filtering and
    Smoothing: A Look at Gaussian Process Regression Through Kalman Filtering
  type: article-journal
  volume: '30'

- id: ScholkopfGeneralized2001
  accessed:
    - year: 2014
      month: 10
      day: 9
  author:
    - family: Schölkopf
      given: Bernhard
    - family: Herbrich
      given: Ralf
    - family: Smola
      given: Alex J.
  citation-key: ScholkopfGeneralized2001
  collection-title: Lecture Notes in Computer Science
  container-title: Computational Learning Theory
  DOI: 10.1007/3-540-44581-1
  editor:
    - family: Helmbold
      given: David
    - family: Williamson
      given: Bob
  ISBN: 978-3-540-42343-0 978-3-540-44581-4
  issued:
    - year: 2001
      month: 1
      day: 1
  language: en
  page: 416-426
  publisher: Springer Berlin Heidelberg
  title: A Generalized Representer Theorem
  type: paper-conference
  URL: http://alex.smola.org/papers/2001/SchHerSmo01.pdf

- id: ScholkopfLearning2002
  author:
    - family: Schölkopf
      given: Bernhard
    - family: Smola
      given: Alexander J.
  citation-key: ScholkopfLearning2002
  ISBN: 978-0-262-19475-4
  issued:
    - year: 2002
      month: 1
  language: en
  number-of-pages: '658'
  publisher: MIT Press
  title: >-
    Learning with Kernels: Support Vector Machines, Regularization,
    Optimization, and Beyond
  type: book

- id: ScholkopfShort2003
  accessed:
    - year: 2016
      month: 4
      day: 13
  author:
    - family: Schölkopf
      given: Bernhard
    - family: Smola
      given: Alexander J.
  citation-key: ScholkopfShort2003
  collection-number: '2600'
  collection-title: Lecture Notes in Computer Science
  container-title: Advanced Lectures on Machine Learning
  DOI: 10.1007/3-540-36434-X_2
  editor:
    - family: Mendelson
      given: Shahar
    - family: Smola
      given: Alexander J.
  ISBN: 978-3-540-00529-2 978-3-540-36434-4
  issued:
    - year: 2003
  language: en
  page: 41-64
  publisher: Springer Berlin Heidelberg
  title: A Short Introduction to Learning with Kernels
  type: chapter
  URL: http://alex.smola.org/papers/2003/SchSmo03c.pdf

- id: SinhaLearning2016
  accessed:
    - year: 2016
      month: 12
      day: 7
  author:
    - family: Sinha
      given: Aman
    - family: Duchi
      given: John C
  citation-key: SinhaLearning2016
  container-title: Advances in Neural Information Processing Systems 29
  editor:
    - family: Lee
      given: D. D.
    - family: Sugiyama
      given: M.
    - family: Luxburg
      given: U. V.
    - family: Guyon
      given: I.
    - family: Garnett
      given: R.
  issued:
    - year: 2016
  page: 1298–1306
  publisher: Curran Associates, Inc.
  title: Learning Kernels with Random Features
  type: paper-conference
  URL: http://papers.nips.cc/paper/6180-learning-kernels-with-random-features.pdf

- id: SmithGaussian2018
  accessed:
    - year: 2019
      month: 9
      day: 17
  author:
    - family: Smith
      given: Michael Thomas
    - family: Alvarez
      given: Mauricio A.
    - family: Lawrence
      given: Neil D.
  citation-key: SmithGaussian2018
  container-title: arXiv:1809.02010 [cs, stat]
  issued:
    - year: 2018
      month: 9
      day: 6
  title: Gaussian Process Regression for Binned Data
  type: article-journal
  URL: http://arxiv.org/abs/1809.02010

- id: SmolaRegularization2000
  accessed:
    - year: 2021
      month: 3
      day: 1
  author:
    - family: Smola
      given: Alex J.
    - family: Óvári
      given: Zoltán L.
    - family: Williamson
      given: Robert C.
  citation-key: SmolaRegularization2000
  collection-title: NIPS'00
  container-title: >-
    Proceedings of the 13th International Conference on Neural Information
    Processing Systems
  event-place: Cambridge, MA, USA
  event-title: NIPS
  issued:
    - year: 2000
      month: 1
      day: 1
  page: 290–296
  publisher: MIT Press
  publisher-place: Cambridge, MA, USA
  title: Regularization with dot-product kernels
  type: paper-conference
  URL: https://openreview.net/forum?id=ryXbEvbdWS

- id: SteinSpacetime2005
  author:
    - family: Stein
      given: Michael L
  citation-key: SteinSpacetime2005
  container-title: Journal of the American Statistical Association
  DOI: 10.1198/016214504000000854
  ISSN: 0162-1459
  issue: '469'
  issued:
    - year: 2005
  page: 310-321
  publisher: Taylor & Francis
  title: Space-time covariance functions
  type: article-journal
  volume: '100'

- id: SunDifferentiable2018
  author:
    - family: Sun
      given: Shengyang
    - family: Zhang
      given: Guodong
    - family: Wang
      given: Chaoqi
    - family: Zeng
      given: Wenyuan
    - family: Li
      given: Jiaman
    - family: Grosse
      given: Roger
  citation-key: SunDifferentiable2018
  container-title: arXiv preprint arXiv:1806.04326
  issued:
    - year: 2018
  title: Differentiable compositional kernel learning for Gaussian processes
  type: article-journal

- id: SzekelyBrownian2009
  accessed:
    - year: 2016
      month: 7
      day: 11
  author:
    - family: Székely
      given: Gábor J.
    - family: Rizzo
      given: Maria L.
  citation-key: SzekelyBrownian2009
  container-title: The Annals of Applied Statistics
  container-title-short: Ann. Appl. Stat.
  DOI: 10.1214/09-AOAS312
  ISSN: 1932-6157, 1941-7330
  issue: '4'
  issued:
    - year: 2009
      month: 12
  language: EN
  number: '4'
  page: 1236-1265
  title: Brownian distance covariance
  type: article-journal
  volume: '3'

- id: TsuchidaInvariance2018
  accessed:
    - year: 2021
      month: 5
      day: 21
  author:
    - family: Tsuchida
      given: Russell
    - family: Roosta
      given: Fred
    - family: Gallagher
      given: Marcus
  citation-key: TsuchidaInvariance2018
  container-title: International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  ISSN: 2640-3498
  issued:
    - year: 2018
      month: 7
      day: 3
  language: en
  page: 4995-5004
  publisher: PMLR
  title: Invariance of Weight Distributions in Rectified MLPs
  type: paper-conference
  URL: http://proceedings.mlr.press/v80/tsuchida18a.html

- id: TsuchidaRicher2019
  accessed:
    - year: 2021
      month: 5
      day: 21
  author:
    - family: Tsuchida
      given: Russell
    - family: Roosta
      given: Fred
    - family: Gallagher
      given: Marcus
  citation-key: TsuchidaRicher2019
  container-title: arXiv:1911.12927 [cs, stat]
  issued:
    - year: 2019
      month: 11
      day: 28
  title: Richer priors for infinitely wide multi-layer perceptrons
  type: article-journal
  URL: http://arxiv.org/abs/1911.12927

- id: UzielNonparametric2020
  accessed:
    - year: 2020
      month: 8
      day: 23
  author:
    - family: Uziel
      given: Guy
  citation-key: UzielNonparametric2020
  container-title: International Conference on Artificial Intelligence and Statistics
  event-title: International Conference on Artificial Intelligence and Statistics
  ISSN: 2640-3498
  issued:
    - year: 2020
      month: 6
      day: 3
  language: en
  page: 111-121
  publisher: PMLR
  title: Nonparametric Sequential Prediction While Deep Learning the Kernel
  type: paper-conference
  URL: http://proceedings.mlr.press/v108/uziel20b.html

- id: vanDelftLocally2016
  accessed:
    - year: 2019
      month: 9
      day: 24
  author:
    - family: Delft
      given: Anne
      non-dropping-particle: van
    - family: Eichler
      given: Michael
  citation-key: vanDelftLocally2016
  container-title: arXiv:1602.05125 [math, stat]
  issued:
    - year: 2016
      month: 2
      day: 16
  title: Locally Stationary Functional Time Series
  type: article-journal
  URL: http://arxiv.org/abs/1602.05125

- id: vanderWilkVariational2014
  author:
    - family: Wilk
      given: Mark
      non-dropping-particle: van der
    - family: Wilson
      given: Andrew G.
    - family: Rasmussen
      given: Carl E.
  citation-key: vanderWilkVariational2014
  container-title: NIPS 2014 Workshop on Advances in Variational Inference
  issued:
    - year: 2014
  title: Variational Inference for Latent Variable Modelling of Correlation Structure
  type: paper-conference

- id: VedaldiEfficient2012
  author:
    - family: Vedaldi
      given: A.
    - family: Zisserman
      given: A.
  citation-key: VedaldiEfficient2012
  container-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
  DOI: 10.1109/TPAMI.2011.153
  ISSN: 0162-8828
  issue: '3'
  issued:
    - year: 2012
      month: 3
  number: '3'
  page: 480-492
  title: Efficient Additive Kernels via Explicit Feature Maps
  type: article-journal
  URL: http://eprints.pascal-network.org/archive/00006964/01/vedaldi10.pdf
  volume: '34'

- id: VertPrimer2004
  accessed:
    - year: 2014
      month: 4
      day: 17
  author:
    - family: Vert
      given: Jean-Philippe
    - family: Tsuda
      given: Koji
    - family: Schölkopf
      given: Bernhard
  citation-key: VertPrimer2004
  container-title: Kernel Methods in Computational Biology
  ISBN: 978-0-262-19509-6
  issued:
    - year: 2004
  language: en
  publisher: MIT Press
  title: A primer on kernel methods
  type: chapter
  URL: >-
    http://kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdfs/pdf2549.pdf

- id: VishwanathanGraph2010
  accessed:
    - year: 2014
      month: 8
      day: 18
  author:
    - family: Vishwanathan
      given: S. V. N.
    - family: Schraudolph
      given: Nicol N.
    - family: Kondor
      given: Risi
    - family: Borgwardt
      given: Karsten M.
  citation-key: VishwanathanGraph2010
  container-title: Journal of Machine Learning Research
  ISSN: 1532-4435
  issued:
    - year: 2010
      month: 8
  page: 1201–1242
  title: Graph Kernels
  type: article-journal
  URL: >-
    http://authors.library.caltech.edu/20528/1/Vishwanathan2010p11646J_Mach_Learn_Res.pdf
  volume: '11'

- id: WilliamsComputing1996
  accessed:
    - year: 2021
      month: 1
      day: 5
  author:
    - family: Williams
      given: Christopher K. I.
  citation-key: WilliamsComputing1996
  collection-title: NIPS'96
  container-title: >-
    Proceedings of the 9th International Conference on Neural Information
    Processing Systems
  event-place: Cambridge, MA, USA
  event-title: NIPS
  issued:
    - year: 1996
      month: 12
      day: 3
  language: en
  page: 295–301
  publisher: MIT Press
  publisher-place: Cambridge, MA, USA
  title: Computing with infinite networks
  type: paper-conference
  URL: https://openreview.net/forum?id=S1V2dDbdZH

- id: WilsonDeep2016
  accessed:
    - year: 2020
      month: 10
      day: 31
  author:
    - family: Wilson
      given: Andrew Gordon
    - family: Hu
      given: Zhiting
    - family: Salakhutdinov
      given: Ruslan
    - family: Xing
      given: Eric P.
  citation-key: WilsonDeep2016
  container-title: Artificial Intelligence and Statistics
  event-title: Artificial Intelligence and Statistics
  ISSN: 1938-7228
  issued:
    - year: 2016
      month: 5
      day: 2
  language: en
  page: 370-378
  publisher: PMLR
  title: Deep Kernel Learning
  type: paper-conference
  URL: http://proceedings.mlr.press/v51/wilson16.html

- id: WilsonGaussian2013
  accessed:
    - year: 2015
      month: 2
      day: 24
  author:
    - family: Wilson
      given: Andrew Gordon
    - family: Adams
      given: Ryan Prescott
  citation-key: WilsonGaussian2013
  container-title: International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  issued:
    - year: 2013
      month: 2
      day: 18
  title: Gaussian Process Kernels for Pattern Discovery and Extrapolation
  type: paper-conference
  URL: http://arxiv.org/abs/1302.4245

- id: WilsonGeneralised2011
  accessed:
    - year: 2019
      month: 10
      day: 14
  author:
    - family: Wilson
      given: Andrew Gordon
    - family: Ghahramani
      given: Zoubin
  citation-key: WilsonGeneralised2011
  collection-title: UAI'11
  container-title: >-
    Proceedings of the Twenty-Seventh Conference on Uncertainty in Artificial
    Intelligence
  event-place: Barcelona, Spain
  ISBN: 978-0-9749039-7-2
  issued:
    - year: 2011
  page: 736–744
  publisher: AUAI Press
  publisher-place: Arlington, Virginia, United States
  title: Generalised Wishart Processes
  type: paper-conference
  URL: http://dl.acm.org/citation.cfm?id=3020548.3020633

- id: WilsonHuman2015
  accessed:
    - year: 2016
      month: 1
      day: 6
  author:
    - family: Wilson
      given: Andrew Gordon
    - family: Dann
      given: Christoph
    - family: Lucas
      given: Christopher G.
    - family: Xing
      given: Eric P.
  citation-key: WilsonHuman2015
  container-title: arXiv:1510.07389 [cs, stat]
  issued:
    - year: 2015
      month: 10
      day: 26
  title: The Human Kernel
  type: article-journal
  URL: http://arxiv.org/abs/1510.07389

- id: WilsonModelling2012
  author:
    - family: Wilson
      given: Andrew Gordon
    - family: Ghahramani
      given: Zoubin
  citation-key: WilsonModelling2012
  collection-title: Lecture Notes in Computer Science
  container-title: Machine Learning and Knowledge Discovery in Databases
  editor:
    - family: Flach
      given: Peter A.
    - family: De Bie
      given: Tijl
    - family: Cristianini
      given: Nello
  ISBN: 978-3-642-33486-3
  issued:
    - year: 2012
  language: en
  page: 858-861
  publisher: Springer Berlin Heidelberg
  title: Modelling Input Varying Correlations between Multiple Responses
  type: paper-conference

- id: WuCompactly1995
  accessed:
    - year: 2019
      month: 10
      day: 10
  author:
    - family: Wu
      given: Zongmin
  citation-key: WuCompactly1995
  container-title: Advances in Computational Mathematics
  container-title-short: Adv Comput Math
  DOI: 10.1007/BF03177517
  ISSN: 1019-7168, 1572-9044
  issue: '1'
  issued:
    - year: 1995
      month: 12
  language: en
  page: 283-292
  title: Compactly supported positive definite radial functions
  type: article-journal
  volume: '4'

- id: YaglomCorrelation1987
  author:
    - family: Yaglom
      given: A. M.
  citation-key: YaglomCorrelation1987
  collection-title: Springer series in statistics
  event-place: New York, NY
  ISBN: 978-1-4612-4628-2
  issued:
    - year: 1987
  language: en
  number-of-pages: '267'
  publisher: Springer Science & Business Media
  publisher-place: New York, NY
  title: >-
    Correlation Theory of Stationary and Related Random Functions. Volume II:
    Supplementary Notes and References
  type: book

- id: YuCharacterizing2013
  accessed:
    - year: 2017
      month: 10
      day: 4
  author:
    - family: Yu
      given: Yaoliang
    - family: Cheng
      given: Hao
    - family: Schuurmans
      given: Dale
    - family: Szepesvári
      given: Csaba
  citation-key: YuCharacterizing2013
  container-title: >-
    Proceedings of the 30th International Conference on Machine Learning
    (ICML-13)
  issued:
    - year: 2013
  page: 570–578
  title: Characterizing the representer theorem
  type: paper-conference
  URL: http://www.jmlr.org/proceedings/papers/v28/yu13.pdf

- id: ZhangRandom2019
  accessed:
    - year: 2019
      month: 9
      day: 25
  author:
    - family: Zhang
      given: Aonan
    - family: Paisley
      given: John
  citation-key: ZhangRandom2019
  container-title: International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  ISSN: 2640-3498
  issued:
    - year: 2019
      month: 5
      day: 24
  language: en
  page: 7424-7433
  title: Random Function Priors for Correlation Modeling
  type: paper-conference
  URL: http://proceedings.mlr.press/v97/zhang19k.html
...
