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- id: JanzingCausal2010
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    - family: Bühlmann
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- id: KimComputational1983
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  event-place: Cambridge, MA
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- id: LauritzenCausal2000
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      month: 9
      day: 23
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  citation-key: LauritzenCausal2000
  container-title: Complex stochastic systems
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  publisher: CRC Press
  title: Causal inference from graphical models
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- id: LauritzenGraphical1996
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  collection-title: Oxford Statistical Science Series
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  language: en
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  publisher: Clarendon Press
  title: Graphical Models
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- id: LauritzenLocal1988
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    - family: Spiegelhalter
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- id: LiCausal2020
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      month: 9
      day: 2
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    - family: Torralba
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    - family: Anandkumar
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    - family: Fox
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    - family: Garg
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  issued:
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      month: 7
      day: 2
  title: Causal Discovery in Physical Systems from Videos
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- id: MaathuisPredicting2010
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    - family: Floreano
      given: Dario
    - family: Stolovitzky
      given: Gustavo
  citation-key: MarbachRevealing2010
  container-title: Proceedings of the National Academy of Sciences
  container-title-short: PNAS
  DOI: 10.1073/pnas.0913357107
  ISSN: 0027-8424, 1091-6490
  issue: '14'
  issued:
    - year: 2010
  language: en
  page: 6286–6291
  PMID: '20308593'
  title: Revealing strengths and weaknesses of methods for gene network inference
  type: article-journal
  volume: '107'

- id: MeinshausenCausality2018
  author:
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      given: Nicolai
  citation-key: MeinshausenCausality2018
  container-title: 2018 IEEE Data Science Workshop (DSW)
  DOI: 10.1109/DSW.2018.8439889
  event-title: 2018 IEEE Data Science Workshop (DSW)
  issued:
    - year: 2018
      month: 6
  page: 6-10
  title: Causality from a distributional robustness point of view
  type: paper-conference

- id: MesserliChocolate2012
  accessed:
    - year: 2016
      month: 10
      day: 17
  author:
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      given: Franz H.
  citation-key: MesserliChocolate2012
  container-title: New England Journal of Medicine
  DOI: 10.1056/NEJMon1211064
  ISSN: 0028-4793
  issue: '16'
  issued:
    - year: 2012
      month: 10
      day: 18
  page: 1562-1564
  PMID: '23050509'
  title: Chocolate Consumption, Cognitive Function, and Nobel Laureates
  type: article-journal
  URL: >-
    http://www.biostat.jhsph.edu/courses/bio621/misc/Chocolate%20consumption%20cognitive%20function%20and%20nobel%20laurates%20(NEJM).pdf
  volume: '367'

- id: MihalkovaBottomup2007
  accessed:
    - year: 2015
      month: 2
      day: 27
  author:
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      given: Lilyana
    - family: Mooney
      given: Raymond J.
  citation-key: MihalkovaBottomup2007
  container-title: Proceedings of the 24th international conference on Machine learning
  issued:
    - year: 2007
  page: 625–632
  publisher: ACM
  title: Bottom-up learning of Markov logic network structure
  type: paper-conference
  URL: http://dl.acm.org/citation.cfm?id=1273575

- id: MontanariLecture2011
  accessed:
    - year: 2015
      month: 1
      day: 13
  author:
    - family: Montanari
      given: Andrea
  citation-key: MontanariLecture2011
  issued:
    - year: 2011
  title: Lecture Notes for Stat 375 Inference in Graphical Models
  type: manuscript
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    http://www.stanford.edu/~montanar/TEACHING/Stat375/handouts/notes_stat375_1.pdf

- id: MooijDistinguishing2016
  accessed:
    - year: 2020
      month: 8
      day: 25
  author:
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      given: Joris M.
    - family: Peters
      given: Jonas
    - family: Janzing
      given: Dominik
    - family: Zscheischler
      given: Jakob
    - family: Schölkopf
      given: Bernhard
  citation-key: MooijDistinguishing2016
  container-title: Journal of Machine Learning Research
  ISSN: 1533-7928
  issue: '32'
  issued:
    - year: 2016
  page: 1-102
  title: >-
    Distinguishing Cause from Effect Using Observational Data: Methods and
    Benchmarks
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  URL: http://arxiv.org/abs/1412.3773
  volume: '17'

- id: MorganCounterfactuals2015
  author:
    - family: Morgan
      given: Stephen L.
    - family: Winship
      given: Christopher
  citation-key: MorganCounterfactuals2015
  ISBN: 978-1-107-06507-9
  issued:
    - year: 2015
  language: en
  number-of-pages: '525'
  publisher: Cambridge University Press
  title: Counterfactuals and Causal Inference
  type: book

- 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: NairCausal2019
  accessed:
    - year: 2020
      month: 9
      day: 2
  author:
    - family: Nair
      given: Suraj
    - family: Zhu
      given: Yuke
    - family: Savarese
      given: Silvio
    - family: Fei-Fei
      given: Li
  citation-key: NairCausal2019
  container-title: arXiv:1910.01751 [cs, stat]
  issued:
    - year: 2019
      month: 10
      day: 3
  title: Causal Induction from Visual Observations for Goal Directed Tasks
  type: article-journal
  URL: http://arxiv.org/abs/1910.01751

- id: NarendraExplaining2018
  accessed:
    - year: 2020
      month: 9
      day: 2
  author:
    - family: Narendra
      given: Tanmayee
    - family: Sankaran
      given: Anush
    - family: Vijaykeerthy
      given: Deepak
    - family: Mani
      given: Senthil
  citation-key: NarendraExplaining2018
  container-title: arXiv:1811.04376 [cs, stat]
  issued:
    - year: 2018
      month: 11
      day: 11
  title: Explaining Deep Learning Models using Causal Inference
  type: article-journal
  URL: http://arxiv.org/abs/1811.04376

- id: NautaCausal2019
  accessed:
    - year: 2020
      month: 9
      day: 2
  author:
    - family: Nauta
      given: Meike
    - family: Bucur
      given: Doina
    - family: Seifert
      given: Christin
  citation-key: NautaCausal2019
  container-title: Machine Learning and Knowledge Extraction
  DOI: 10.3390/make1010019
  ISSN: 2504-4990
  issue: '1'
  issued:
    - year: 2019
      month: 1
      day: 7
  language: en
  number: '1'
  page: 312-340
  publisher: Multidisciplinary Digital Publishing Institute
  title: Causal Discovery with Attention-Based Convolutional Neural Networks
  type: article-journal
  URL: >-
    https://research.utwente.nl/en/publications/causal-discovery-with-attentionbased-convolutional-neural-networks(94aa7e48-9945-4f4e-9e52-62243d15a9f8).html
  volume: '1'

- id: NeapolitanLearning2003
  archive: Calibre
  author:
    - family: Neapolitan
      given: Richard E.
  citation-key: NeapolitanLearning2003
  ISBN: 978-0-13-012534-7
  issued:
    - year: 2003
      month: 4
      day: 6
  language: eng
  publisher: Prentice Hal, Paperback
  title: Learning Bayesian Networks
  type: book
  URL: >-
    https://analyticsconsultores.com.mx/wp-content/uploads/2019/04/Learning-Bayesian-Networks-R.E.-Neapolitan-Northeastern-Illinois-University.pdf
  volume: '38'

- id: NgGraph2019
  accessed:
    - year: 2020
      month: 9
      day: 2
  author:
    - family: Ng
      given: Ignavier
    - family: Zhu
      given: Shengyu
    - family: Chen
      given: Zhitang
    - family: Fang
      given: Zhuangyan
  citation-key: NgGraph2019
  container-title: Advances In Neural Information Processing Systems
  event-title: NeurIPS 2019
  issued:
    - year: 2019
      month: 11
      day: 17
  title: A Graph Autoencoder Approach to Causal Structure Learning
  type: paper-conference
  URL: http://arxiv.org/abs/1911.07420

- id: NoelUnfriending2011
  accessed:
    - year: 2016
      month: 7
      day: 22
  author:
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      given: Hans
    - family: Nyhan
      given: Brendan
  citation-key: NoelUnfriending2011
  container-title: Social Networks
  container-title-short: Social Networks
  DOI: 10.1016/j.socnet.2011.05.003
  ISSN: 0378-8733
  issue: '3'
  issued:
    - year: 2011
      month: 7
  page: 211-218
  title: >-
    The “unfriending” problem: The consequences of homophily in friendship
    retention for causal estimates of social influence
  type: article-journal
  URL: https://arxiv.org/abs/1009.3243
  volume: '33'

- id: PearlCausal2009
  accessed:
    - year: 2016
      month: 10
      day: 14
  author:
    - family: Pearl
      given: Judea
  citation-key: PearlCausal2009
  container-title: Statistics Surveys
  container-title-short: Statist. Surv.
  DOI: 10.1214/09-SS057
  ISSN: 1935-7516
  issued:
    - year: 2009
  language: EN
  page: 96-146
  title: 'Causal inference in statistics: An overview'
  type: article-journal
  URL: http://ftp.cs.ucla.edu/pub/stat_ser/r350.pdf
  volume: '3'

- id: PearlCausality2009
  author:
    - family: Pearl
      given: Judea
  citation-key: PearlCausality2009
  ISBN: 0-521-89560-X
  issued:
    - year: 2009
  publisher: Cambridge University Press
  title: 'Causality: Models, Reasoning and Inference'
  type: book

- id: PearlFusion1986
  accessed:
    - year: 2016
      month: 9
      day: 23
  author:
    - family: Pearl
      given: Judea
  citation-key: PearlFusion1986
  container-title: Artificial Intelligence
  container-title-short: Artificial Intelligence
  DOI: 10.1016/0004-3702(86)90072-X
  ISSN: 0004-3702
  issue: '3'
  issued:
    - year: 1986
      month: 9
      day: 1
  page: 241-288
  title: Fusion, propagation, and structuring in belief networks
  type: article-journal
  URL: http://cs.ucla.edu/pub/stat_ser/r42-reprint.pdf
  volume: '29'

- id: PearlGraphical1998
  accessed:
    - year: 2020
      month: 8
      day: 26
  author:
    - family: Pearl
      given: Judea
  citation-key: PearlGraphical1998
  collection-title: Handbook of Defeasible Reasoning and Uncertainty Management Systems
  container-title: Quantified Representation of Uncertainty and Imprecision
  DOI: 10.1007/978-94-017-1735-9_12
  editor:
    - family: Smets
      given: Philippe
  event-place: Dordrecht
  ISBN: 978-94-017-1735-9
  issued:
    - year: 1998
  language: en
  page: 367-389
  publisher: Springer Netherlands
  publisher-place: Dordrecht
  title: Graphical Models for Probabilistic and Causal Reasoning
  type: chapter
  URL: https://ftp.cs.ucla.edu/pub/stat_ser/r236-3ed.pdf

- id: PearlProbabilistic2008
  author:
    - family: Pearl
      given: Judea
  citation-key: PearlProbabilistic2008
  collection-title: The Morgan Kaufmann series in representation and reasoning
  edition: Rev. 2. print., 12. [Dr.]
  event-place: San Francisco, Calif
  ISBN: 978-1-55860-479-7
  issued:
    - year: 2008
  language: eng
  number-of-pages: '552'
  publisher: Kaufmann
  publisher-place: San Francisco, Calif
  title: >-
    Probabilistic reasoning in intelligent systems: networks of plausible
    inference
  type: book

- id: PearlReverend1982
  author:
    - family: Pearl
      given: Judea
  citation-key: PearlReverend1982
  collection-title: AAAI'82
  container-title: Proceedings of the Second AAAI Conference on Artificial Intelligence
  event-place: Pittsburgh, Pennsylvania
  issued:
    - year: 1982
  page: 133–136
  publisher: AAAI Press
  publisher-place: Pittsburgh, Pennsylvania
  title: 'Reverend Bayes on inference engines: a distributed hierarchical approach'
  type: paper-conference
  URL: http://www.aaai.org/Papers/AAAI/1982/AAAI82-032.pdf

- id: PetersCausal2015
  accessed:
    - year: 2015
      month: 1
      day: 20
  author:
    - family: Peters
      given: Jonas
    - family: Bühlmann
      given: Peter
    - family: Meinshausen
      given: Nicolai
  citation-key: PetersCausal2015
  container-title: arXiv:1501.01332 [stat]
  issued:
    - year: 2015
      month: 1
      day: 6
  title: >-
    Causal inference using invariant prediction: identification and confidence
    intervals
  type: article-journal
  URL: http://arxiv.org/abs/1501.01332

- id: RaginskyDirected2011
  author:
    - family: Raginsky
      given: M.
  citation-key: RaginskyDirected2011
  container-title: >-
    2011 49th Annual Allerton Conference on Communication, Control, and
    Computing (Allerton)
  DOI: 10.1109/Allerton.2011.6120270
  event-title: >-
    2011 49th Annual Allerton Conference on Communication, Control, and
    Computing (Allerton)
  issued:
    - year: 2011
      month: 9
  page: 958-965
  title: Directed information and Pearl's causal calculus
  type: paper-conference
  URL: http://arxiv.org/abs/1110.0718

- id: RichardsonAncestral2002
  accessed:
    - year: 2020
      month: 8
      day: 30
  author:
    - family: Richardson
      given: Thomas
    - family: Spirtes
      given: Peter
  citation-key: RichardsonAncestral2002
  container-title: Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/aos/1031689015
  ISSN: 0090-5364, 2168-8966
  issue: '4'
  issued:
    - year: 2002
      month: 8
  language: en
  page: 962-1030
  publisher: Institute of Mathematical Statistics
  title: Ancestral graph Markov models
  type: article-journal
  volume: '30'

- id: RobinsCausal1997
  author:
    - family: Robins
      given: James M.
  citation-key: RobinsCausal1997
  collection-title: Lecture Notes in Statistics
  container-title: Latent Variable Modeling and Applications to Causality
  DOI: 10.1007/978-1-4612-1842-5_4
  editor:
    - family: Berkane
      given: Maia
  event-place: New York, NY
  ISBN: 978-1-4612-1842-5
  issued:
    - year: 1997
  language: en
  page: 69-117
  publisher: Springer
  publisher-place: New York, NY
  title: Causal Inference from Complex Longitudinal Data
  type: paper-conference
  URL: >-
    https://cdn1.sph.harvard.edu/wp-content/uploads/sites/343/2013/03/cicld-ucla.pdf

- id: RubensteinCausal2017
  accessed:
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      month: 8
      day: 25
  author:
    - family: Rubenstein
      given: Paul K.
    - family: Weichwald
      given: Sebastian
    - family: Bongers
      given: Stephan
    - family: Mooij
      given: Joris M.
    - family: Janzing
      given: Dominik
    - family: Grosse-Wentrup
      given: Moritz
    - family: Schölkopf
      given: Bernhard
  citation-key: RubensteinCausal2017
  container-title: arXiv:1707.00819 [cs, stat]
  issued:
    - year: 2017
      month: 7
      day: 4
  language: en
  title: Causal Consistency of Structural Equation Models
  type: article-journal
  URL: http://arxiv.org/abs/1707.00819

- id: RubinEstimating2006
  author:
    - family: Rubin
      given: Donald B
    - family: Waterman
      given: Richard P
  citation-key: RubinEstimating2006
  container-title: Statistical Science
  container-title-short: Statist. Sci.
  DOI: 10.1214/088342306000000259
  ISSN: 0883-4237
  issue: '2'
  issued:
    - year: 2006
      month: 9
      day: 7
  page: 206-222
  title: >-
    Estimating the Causal Effects of Marketing Interventions Using Propensity
    Score Methodology
  type: article-journal
  URL: https://arxiv.org/abs/math/0609201v1
  volume: '21'

- id: SauerUse2013
  accessed:
    - year: 2016
      month: 10
      day: 17
  author:
    - family: Sauer
      given: Brian
    - family: VanderWeele
      given: Tyler J.
  citation-key: SauerUse2013
  issued:
    - year: 2013
      month: 1
  language: en
  publisher: Agency for Healthcare Research and Quality (US)
  title: Use of Directed Acyclic Graphs
  type: book
  URL: https://www.ncbi.nlm.nih.gov/books/NBK126189/

- id: SchulamReliable2017
  accessed:
    - year: 2020
      month: 8
      day: 24
  author:
    - family: Schulam
      given: Peter
    - family: Saria
      given: Suchi
  citation-key: SchulamReliable2017
  collection-title: NIPS'17
  container-title: >-
    Proceedings of the 31st International Conference on Neural Information
    Processing Systems
  event-place: Red Hook, NY, USA
  ISBN: 978-1-5108-6096-4
  issued:
    - year: 2017
      month: 12
      day: 4
  page: 1696–1706
  publisher: Curran Associates Inc.
  publisher-place: Red Hook, NY, USA
  title: Reliable decision support using counterfactual models
  type: paper-conference
  URL: >-
    http://papers.nips.cc/paper/6767-reliable-decision-support-using-counterfactual-models.pdf

- id: ShaliziControlling2016
  accessed:
    - year: 2016
      month: 7
      day: 25
  author:
    - family: Shalizi
      given: Cosma Rohilla
    - family: McFowland III
      given: Edward
  citation-key: ShaliziControlling2016
  container-title: arXiv:1607.06565 [physics, stat]
  issued:
    - year: 2016
      month: 7
      day: 22
  title: >-
    Controlling for Latent Homophily in Social Networks through Inferring Latent
    Locations
  type: article-journal
  URL: http://arxiv.org/abs/1607.06565

- id: ShaliziHomophily2011
  accessed:
    - year: 2016
      month: 7
      day: 22
  author:
    - family: Shalizi
      given: Cosma Rohilla
    - family: Thomas
      given: Andrew C.
  citation-key: ShaliziHomophily2011
  container-title: Sociological Methods & Research
  DOI: 10.1177/0049124111404820
  ISSN: 0049-1241, 1552-8294
  issue: '2'
  issued:
    - year: 2011
      month: 5
      day: 1
  page: 211-239
  title: >-
    Homophily and Contagion Are Generically Confounded in Observational Social
    Network Studies
  type: article-journal
  URL: http://arxiv.org/abs/1004.4704
  volume: '40'

- id: ShpitserCausal2014
  accessed:
    - year: 2015
      month: 1
      day: 21
  author:
    - family: Shpitser
      given: Ilya
    - family: Tchetgen
      given: Eric Tchetgen
  citation-key: ShpitserCausal2014
  container-title: arXiv:1411.2127 [stat]
  issued:
    - year: 2014
      month: 11
      day: 8
  title: Causal Inference with a Graphical Hierarchy of Interventions
  type: article-journal
  URL: http://arxiv.org/abs/1411.2127

- id: ShpitserComplete2008
  author:
    - family: Shpitser
      given: Ilya
    - family: Pearl
      given: Judea
  citation-key: ShpitserComplete2008
  container-title: The Journal of Machine Learning Research
  issued:
    - year: 2008
  page: 1941-1979
  title: Complete identification methods for the causal hierarchy
  type: article-journal
  volume: '9'

- id: ShrierReducing2008
  accessed:
    - year: 2020
      month: 8
      day: 30
  author:
    - family: Shrier
      given: Ian
    - family: Platt
      given: Robert W.
  citation-key: ShrierReducing2008
  container-title: BMC Medical Research Methodology
  container-title-short: BMC Med Res Methodol
  DOI: 10.1186/1471-2288-8-70
  ISSN: 1471-2288
  issue: '1'
  issued:
    - year: 2008
      month: 10
      day: 30
  language: en
  page: '70'
  title: Reducing bias through directed acyclic graphs
  type: article-journal
  URL: https://core.ac.uk/download/pdf/81742574.pdf
  volume: '8'

- id: SmithDependency2008
  accessed:
    - year: 2014
      month: 12
      day: 19
  author:
    - family: Smith
      given: David A.
    - family: Eisner
      given: Jason
  citation-key: SmithDependency2008
  container-title: >-
    Proceedings of the Conference on Empirical Methods in Natural Language
    Processing
  issued:
    - year: 2008
  page: 145–156
  publisher: Association for Computational Linguistics
  title: Dependency parsing by belief propagation
  type: paper-conference
  URL: http://dl.acm.org/citation.cfm?id=1613737

- id: SmithParachute2003
  accessed:
    - year: 2020
      month: 4
      day: 23
  author:
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      given: Gordon C. S.
    - family: Pell
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  citation-key: SmithParachute2003
  container-title: BMJ
  container-title-short: BMJ
  DOI: 10.1136/bmj.327.7429.1459
  ISSN: 0959-8138, 1468-5833
  issue: '7429'
  issued:
    - year: 2003
      month: 12
      day: 18
  language: en
  page: 1459-1461
  PMID: '14684649'
  publisher: British Medical Journal Publishing Group
  section: Hazardous journeys
  title: >-
    Parachute use to prevent death and major trauma related to gravitational
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  type: article-journal
  volume: '327'

- id: SpirtesCausation2001
  author:
    - family: Spirtes
      given: Peter
    - family: Glymour
      given: Clark
    - family: Scheines
      given: Richard
  citation-key: SpirtesCausation2001
  collection-title: Adaptive Computation and Machine Learning
  edition: Second Edition
  ISBN: 0-262-19440-6
  issued:
    - year: 2001
  publisher: The MIT Press
  title: Causation, Prediction, and Search
  type: book
  URL: >-
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- id: SubbaswamyPreventing2019
  accessed:
    - year: 2020
      month: 8
      day: 25
  author:
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      given: Adarsh
    - family: Schulam
      given: Peter
    - family: Saria
      given: Suchi
  citation-key: SubbaswamyPreventing2019
  container-title: The 22nd International Conference on Artificial Intelligence and Statistics
  event-title: The 22nd International Conference on Artificial Intelligence and Statistics
  ISSN: 2640-3498
  issued:
    - year: 2019
      month: 4
      day: 11
  language: en
  page: 3118-3127
  publisher: PMLR
  title: >-
    Preventing Failures Due to Dataset Shift: Learning Predictive Models That
    Transport
  type: paper-conference
  URL: http://proceedings.mlr.press/v89/subbaswamy19a.html

- id: TextorAdjustment2011
  accessed:
    - year: 2020
      month: 8
      day: 29
  author:
    - family: Textor
      given: Johannes
    - family: Liśkiewicz
      given: Maciej
  citation-key: TextorAdjustment2011
  collection-title: UAI'11
  container-title: >-
    Proceedings of the Twenty-Seventh Conference on Uncertainty in Artificial
    Intelligence
  event-place: Arlington, Virginia, USA
  ISBN: 978-0-9749039-7-2
  issued:
    - year: 2011
      month: 7
      day: 14
  page: 681–688
  publisher: AUAI Press
  publisher-place: Arlington, Virginia, USA
  title: 'Adjustment criteria in causal diagrams: an algorithmic perspective'
  type: paper-conference
  URL: http://arxiv.org/abs/1202.3764

- id: vanderZanderConstructing2014
  accessed:
    - year: 2020
      month: 8
      day: 29
  author:
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      given: Benito
      non-dropping-particle: van der
    - family: Liśkiewicz
      given: Maciej
    - family: Textor
      given: Johannes
  citation-key: vanderZanderConstructing2014
  collection-title: CI'14
  container-title: >-
    Proceedings of the UAI 2014 Conference on Causal Inference: Learning and
    Prediction - Volume 1274
  event-place: Aachen, DEU
  issued:
    - year: 2014
      month: 7
      day: 27
  page: 11–24
  publisher: CEUR-WS.org
  publisher-place: Aachen, DEU
  title: Constructing separators and adjustment sets in ancestral graphs
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- id: vanderZanderEfficiently2015
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  author:
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    - family: Textor
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    - family: Liskiewicz
      given: Maciej
  citation-key: vanderZanderEfficiently2015
  collection-title: IJCAI'15
  container-title: Proceedings of the 24th International Conference on Artificial Intelligence
  event-place: Buenos Aires, Argentina
  ISBN: 978-1-57735-738-4
  issued:
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      month: 7
      day: 25
  page: 3243–3249
  publisher: AAAI Press
  publisher-place: Buenos Aires, Argentina
  title: Efficiently finding conditional instruments for causal inference
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    - family: Liśkiewicz
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  citation-key: vanderZanderSeparators2016
  collection-title: AAAI'16
  container-title: Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence
  event-place: Phoenix, Arizona
  issued:
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      day: 12
  page: 3315–3321
  publisher: AAAI Press
  publisher-place: Phoenix, Arizona
  title: Separators and adjustment sets in Markov equivalent DAGs
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    - family: Claeskens
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  citation-key: VansteelandtModel2012
  container-title: Statistical Methods in Medical Research
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  ISSN: 0962-2802, 1477-0334
  issue: '1'
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      day: 1
  language: en
  page: 7-30
  PMID: '21075803'
  title: On model selection and model misspecification in causal inference
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- id: WeichwaldCausality2020
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      given: J.S.
    - family: Freeman
      given: W.T.
    - family: Weiss
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  citation-key: YedidiaUnderstanding2003
  container-title: Exploring Artificial Intelligence in the New Millennium
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    - family: Nebel
      given: B.
  ISBN: 1-55860-811-7
  issued:
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    - family: Janzing
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      day: 14
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...
