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@incollection{DBLP:books/crc/p/Andoni16,
  author       = {Alexandr Andoni},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {High-Dimensional Computational Geometry},
  booktitle    = {Handbook of Big Data},
  pages        = {105--123},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-11},
  doi          = {10.1201/B19567-11},
  timestamp    = {Tue, 03 Mar 2020 13:17:02 +0100},
  biburl       = {https://dblp.org/rec/books/crc/p/Andoni16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Baglama16,
  author       = {James Baglama},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {{IRLBA:} Fast Partial Singular Value Decomposition Method},
  booktitle    = {Handbook of Big Data},
  pages        = {125--136},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-12},
  doi          = {10.1201/B19567-12},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Baglama16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/BalzerPL16,
  author       = {Laura Balzer and
                  Maya Petersen and
                  Mark J. van der Laan},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Tutorial for Causal Inference},
  booktitle    = {Handbook of Big Data},
  pages        = {361--386},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-28},
  doi          = {10.1201/B19567-28},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/BalzerPL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/BienW16,
  author       = {Jacob Bien and
                  Daniela M. Witten},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Penalized Estimation in Complex Models},
  booktitle    = {Handbook of Big Data},
  pages        = {285--303},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-22},
  doi          = {10.1201/B19567-22},
  timestamp    = {Wed, 23 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/BienW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/BujaKG16,
  author       = {Andreas Buja and
                  Abba M. Krieger and
                  Edward I. George},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {A Visualization Tool for Mining Large Correlation Tables: The Association
                  Navigator},
  booktitle    = {Handbook of Big Data},
  pages        = {73--102},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-9},
  doi          = {10.1201/B19567-9},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/BujaKG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Diakonikolas16,
  author       = {Ilias Diakonikolas},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Learning Structured Distributions},
  booktitle    = {Handbook of Big Data},
  pages        = {267--283},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-21},
  doi          = {10.1201/B19567-21},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Diakonikolas16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Diaz16,
  author       = {Iv{\'{a}}n D{\'{\i}}az},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Estimator and Model Selection Using Cross-Validation},
  booktitle    = {Handbook of Big Data},
  pages        = {223--239},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-19},
  doi          = {10.1201/B19567-19},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Diaz16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/GleichM16,
  author       = {David F. Gleich and
                  Michael W. Mahoney},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Mining Large Graphs},
  booktitle    = {Handbook of Big Data},
  pages        = {191--220},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-17},
  doi          = {10.1201/B19567-17},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/GleichM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Hafen16,
  author       = {Ryan Hafen},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Divide and Recombine: Approach for Detailed Analysis and Visualization
                  of Large Complex Data},
  booktitle    = {Handbook of Big Data},
  pages        = {35--46},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-6},
  doi          = {10.1201/B19567-6},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Hafen16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/HubbardL16,
  author       = {Alan E. Hubbard and
                  Mark J. van der Laan},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Mining with Inference: Data-Adaptive Target Parameters},
  booktitle    = {Handbook of Big Data},
  pages        = {439--452},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-33},
  doi          = {10.1201/B19567-33},
  timestamp    = {Sun, 14 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/books/crc/p/HubbardL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/LeDell16,
  author       = {Erin LeDell},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Scalable Super Learning},
  booktitle    = {Handbook of Big Data},
  pages        = {339--357},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-26},
  doi          = {10.1201/B19567-26},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/LeDell16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Lendle16,
  author       = {Sam Lendle},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Online Estimation of the Average Treatment Effect},
  booktitle    = {Handbook of Big Data},
  pages        = {429--438},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-32},
  doi          = {10.1201/B19567-32},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Lendle16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Lin16,
  author       = {Guang Lin},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Integrate Big Data for Better Operation, Control, and Protection of
                  Power Systems},
  booktitle    = {Handbook of Big Data},
  pages        = {47--60},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-7},
  doi          = {10.1201/B19567-7},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Lin16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/MaathuisN16,
  author       = {Marloes H. Maathuis and
                  Preetam Nandy},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {A Review of Some Recent Advances in Causal Inference},
  booktitle    = {Handbook of Big Data},
  pages        = {387--407},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-29},
  doi          = {10.1201/B19567-29},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/MaathuisN16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/MahoneyD16,
  author       = {Michael W. Mahoney and
                  Petros Drineas},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Structural Properties Underlying High-Quality Randomized Numerical
                  Linear Algebra Algorithms},
  booktitle    = {Handbook of Big Data},
  pages        = {137--154},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-13},
  doi          = {10.1201/B19567-13},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/MahoneyD16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Matloff16,
  author       = {Norman S. Matloff},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Big-n versus Big-p in Big Data},
  booktitle    = {Handbook of Big Data},
  pages        = {21--32},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-4},
  doi          = {10.1201/B19567-4},
  timestamp    = {Tue, 03 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/books/crc/p/Matloff16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Meier16,
  author       = {Lukas Meier},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {High-Dimensional Regression and Inference},
  booktitle    = {Handbook of Big Data},
  pages        = {305--319},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-23},
  doi          = {10.1201/B19567-23},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Meier16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/OgburnV16,
  author       = {Elizabeth L. Ogburn and
                  Alexander Volfovsky},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Networks},
  booktitle    = {Handbook of Big Data},
  pages        = {171--190},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-16},
  doi          = {10.1201/B19567-16},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/OgburnV16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Rose16,
  author       = {Sherri Rose},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Targeted Learning for Variable Importance},
  booktitle    = {Handbook of Big Data},
  pages        = {411--427},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-31},
  doi          = {10.1201/B19567-31},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Rose16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/RubinfeldB16,
  author       = {Ronitt Rubinfeld and
                  Eric Blais},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Something for (Almost) Nothing: New Advances in Sublinear-Time Algorithms},
  booktitle    = {Handbook of Big Data},
  pages        = {155--167},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-14},
  doi          = {10.1201/B19567-14},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/RubinfeldB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/SappL16,
  author       = {Stephanie Sapp and
                  Erin LeDell},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Divide and Recombine: Subsemble, Exploiting the Power of Cross-Validation},
  booktitle    = {Handbook of Big Data},
  pages        = {323--338},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-25},
  doi          = {10.1201/B19567-25},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/SappL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Scheidegger16,
  author       = {Carlos Scheidegger},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Interactive Visual Analysis of Big Data},
  booktitle    = {Handbook of Big Data},
  pages        = {61--71},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-8},
  doi          = {10.1201/B19567-8},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Scheidegger16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Starmans16,
  author       = {Richard J. C. M. Starmans},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {The Advent of Data Science: Some Considerations on the Unreasonable
                  Effectiveness of Data},
  booktitle    = {Handbook of Big Data},
  pages        = {3--19},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-3},
  doi          = {10.1201/B19567-3},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/Starmans16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/ToulisA16,
  author       = {Panos Toulis and
                  Edoardo M. Airoldi},
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Stochastic Gradient Methods for Principled Estimation with Large Datasets},
  booktitle    = {Handbook of Big Data},
  pages        = {241--265},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-20},
  doi          = {10.1201/B19567-20},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/ToulisA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/X16b,
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Index},
  booktitle    = {Handbook of Big Data},
  pages        = {453--464},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-34},
  doi          = {10.1201/B19567-34},
  timestamp    = {Fri, 20 May 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/p/X16b.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/crc/hbd2016,
  editor       = {Peter B{\"{u}}hlmann and
                  Petros Drineas and
                  Michael J. Kane and
                  Mark J. van der Laan},
  title        = {Handbook of Big Data},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016},
  url          = {http://www.crcnetbase.com/isbn/978-1-4822-4908-8},
  isbn         = {978-1-4822-4907-1},
  timestamp    = {Tue, 03 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/books/crc/hbd2016.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}