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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} }
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