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@incollection{DBLP:books/sp/19/Almeida19a,
  author       = {Diogo Moitinho de Almeida},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Pattern-Based Causal Feature Extraction},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {321--329},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_10},
  doi          = {10.1007/978-3-030-21810-2\_10},
  timestamp    = {Thu, 09 Apr 2020 16:47:27 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/Almeida19a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/BontempiF19,
  author       = {Gianluca Bontempi and
                  Maxime Flauder},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {From Dependency to Causality: {A} Machine Learning Approach},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {301--320},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_9},
  doi          = {10.1007/978-3-030-21810-2\_9},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/books/sp/19/BontempiF19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/DoremusMC19,
  author       = {Nicolas Doremus and
                  Alessio Moneta and
                  Sebastiano Cattaruzzo},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Cause-Effect Pairs in Time Series with a Focus on Econometrics},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {191--214},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_5},
  doi          = {10.1007/978-3-030-21810-2\_5},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/DoremusMC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/Eberhardt19,
  author       = {Frederick Eberhardt},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Beyond Cause-Effect Pairs},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {215--233},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_6},
  doi          = {10.1007/978-3-030-21810-2\_6},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/Eberhardt19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/Fonollosa19,
  author       = {Jos{\'{e}} A. R. Fonollosa},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Conditional Distribution Variability Measures for Causality Detection},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {339--347},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_12},
  doi          = {10.1007/978-3-030-21810-2\_12},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/Fonollosa19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/GoudetKSG19,
  author       = {Olivier Goudet and
                  Diviyan Kalainathan and
                  Mich{\`{e}}le Sebag and
                  Isabelle Guyon},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Learning Bivariate Functional Causal Models},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {101--153},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_3},
  doi          = {10.1007/978-3-030-21810-2\_3},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/GoudetKSG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/GuyonGK19,
  author       = {Isabelle Guyon and
                  Olivier Goudet and
                  Diviyan Kalainathan},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Evaluation Methods of Cause-Effect Pairs},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {27--99},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_2},
  doi          = {10.1007/978-3-030-21810-2\_2},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/GuyonGK19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/GuyonS19,
  author       = {Isabelle Guyon and
                  Alexander R. Statnikov},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Results of the Cause-Effect Pair Challenge},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {237--256},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_7},
  doi          = {10.1007/978-3-030-21810-2\_7},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/GuyonS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/Hernandez-LobatoML019,
  author       = {Daniel Hern{\'{a}}ndez{-}Lobato and
                  Pablo Morales{-}Mombiela and
                  David Lopez{-}Paz and
                  Alberto Su{\'{a}}rez},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Non-linear Causal Inference Using Gaussianity Measures},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {257--299},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_8},
  doi          = {10.1007/978-3-030-21810-2\_8},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/Hernandez-LobatoML019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/Janzing19,
  author       = {Dominik Janzing},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {The Cause-Effect Problem: Motivation, Ideas, and Popular Misconceptions},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {3--26},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_1},
  doi          = {10.1007/978-3-030-21810-2\_1},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/Janzing19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/KalainathanGSG19,
  author       = {Diviyan Kalainathan and
                  Olivier Goudet and
                  Mich{\`{e}}le Sebag and
                  Isabelle Guyon},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Discriminant Learning Machines},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {155--189},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_4},
  doi          = {10.1007/978-3-030-21810-2\_4},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/KalainathanGSG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/Minnaert19,
  author       = {Bram Minnaert},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Feature Importance in Causal Inference for Numerical and Categorical
                  Variables},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {349--358},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_13},
  doi          = {10.1007/978-3-030-21810-2\_13},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/Minnaert19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/SamothrakisLL19,
  author       = {Spyridon Samothrakis and
                  Diego Perez Liebana and
                  Simon M. Lucas},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Training Gradient Boosting Machines Using Curve-Fitting and Information-Theoretic
                  Features for Causal Direction Detection},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {331--338},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_11},
  doi          = {10.1007/978-3-030-21810-2\_11},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/SamothrakisLL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@incollection{DBLP:books/sp/19/StroblV19,
  author       = {Eric V. Strobl and
                  Shyam Visweswaran},
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Markov Blanket Ranking Using Kernel-Based Conditional Dependence Measures},
  booktitle    = {Cause Effect Pairs in Machine Learning},
  pages        = {359--372},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2\_14},
  doi          = {10.1007/978-3-030-21810-2\_14},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/StroblV19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@book{DBLP:books/sp/19/GSB2019,
  editor       = {Isabelle Guyon and
                  Alexander R. Statnikov and
                  Berna Bakir Batu},
  title        = {Cause Effect Pairs in Machine Learning},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21810-2},
  doi          = {10.1007/978-3-030-21810-2},
  isbn         = {978-3-030-21809-6},
  timestamp    = {Thu, 09 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/GSB2019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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