@book{aggarwal,
  title={Recommender Systems: The Textbook},
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  lccn={2016931438},
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  year={2016},
  publisher={Springer International Publishing}
}

@book{agrestigenlin,
  title={Foundations of Linear and Generalized Linear Models},
  author={Agresti, A.},
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  lccn={2014036543},
  series={Wiley Series in Probability and Statistics},
  url={https://books.google.com/books?id=dgIzBgAAQBAJ},
  year={2015},
  publisher={Wiley}
}

@book{agrestiloglin,
  title={Categorical Data Analysis},
  author={Agresti, A.},
  isbn={9781118710852},
  series={Wiley Series in Probability and Statistics},
  url={https://books.google.com/books?id=PFVxAwAAQBAJ},
  year={2014},
  publisher={Wiley}
}

@misc{asa,
   author = {ASA},
   title = {Data Expo '09},
   year = {2009},
   howpublished =
      {http://stat-computing.org/dataexpo/2009/the-data.html},
}

@article{bendel,
   author = { Robert B.   Bendel  and  A. A.   Afifi },
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   volume = {72},
   number = {357},
   pages = {46-53},
   year = {1977},
   doi = {10.1080/01621459.1977.10479905},
   URL = { http://dx.doi.org/10.1080/01621459.1977.10479905},
}

@misc{cvTools,
   author   = "Alfons, Andreas",
   title    = "cvTools: Cross-validation tools for regression models",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/cvTools/index.html}"
}

@misc{mfp,
   author   = "Ambler, Gareth and others",
   title    = "mfp: Multivariable Fractional Polynomials",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/mpf/index.html}"
}

@book{banerjee,
  title={Linear Algebra and Matrix Analysis for Statistics},
  author={Banerjee, S. and Roy, A.},
  isbn={9781420095388},
  lccn={2014004884},
  series={Chapman \& Hall/CRC Texts in Statistical Science},
  url={https://books.google.com/books?id=iIOhAwAAQBAJ},
  year={2014},
  publisher={Taylor \& Francis}
}

@article{bartlett,
  author = {Peter L.~Bartlett and Mikhail Traskin},
  title = {AdaBoost is Consistent},
  journal = {Journal of Machine Learning Research},
  volume = {8},
  pages = {2347--2368},
  year = {2007}
}

@misc{bates,
   author   = "Bates, Douglas and others",
   title    = "lme4: Linear Mixed-Effects Models using 'Eigen' and S4",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/lme4/index.html}"
}

@misc{Matrix,
   author   = "Bates, Douglas and Maechler, Martin",
   title    = "Matrix: Sparse and Dense Matrix Classes and Methods",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/Matrix/index.html}"
}

@misc{nlstools,
   author   = "Baty, Florent and others",
   title    = "nlstools: Tools for Nonlinear Regression Analysis",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/nlstools/index.html}"
}

@misc{becker,
   Author = {Becker, Robert},
   Title = {The Variance Drain and {J}ensen's Inequality},
   Year = {2010},
   howpublished = {AEPR Working Paper 2012-004, Indiana University}
}

@article{svmhype,
  title={Support vector machines: hype or hallelujah?},
  author={Bennett, Kristin P. and Campbell, Colin},
  journal={ACM SIGKDD Explorations Newsletter},
  volume={2},
  number={2},
  pages={1--13},
  year={2000},
  publisher={ACM}
}

@book{berk,
  title={Statistical Learning from a Regression Perspective},
  author={Berk, R.A.},
  isbn={9783319440484},
  series={Springer Texts in Statistics},
  url={https://books.google.com/books?id=D6ZlDQAAQBAJ},
  year={2016},
  publisher={Springer International Publishing}
}

@article{berk2013,  
   author = "Berk, Richard and Brown, Lawrence and Buja, Andreas and Zhang, Kai and Zhao, Linda",
   doi = "10.1214/12-AOS1077",
   fjournal = "The Annals of Statistics",
   journal = "Ann. Statist.",
   month = "04",
   number = "2",
   pages = "802--837",
   publisher = "The Institute of Mathematical Statistics",
   title = "Valid post-selection inference",
   url = "http://dx.doi.org/10.1214/12-AOS1077",
   volume = "41",
   year = "2013"
}

@inproceedings{beyer,
 author = {Beyer, Kevin S. and Goldstein, Jonathan and Ramakrishnan, Raghu and Shaft, Uri},
 title = {When Is ''Nearest Neighbor'' Meaningful?},
 booktitle = {Proceedings of the 7th International Conference on Database Theory},
 series = {ICDT '99},
 year = {1999},
 isbn = {3-540-65452-6},
 pages = {217--235},
 numpages = {19},
 url = {http://dl.acm.org/citation.cfm?id=645503.656271},
 acmid = {656271},
 publisher = {Springer-Verlag},
 address = {London, UK},
} 

@misc{susan,
   Author = {Rabi Bhattacharya and Susan Holmes},
   Title = {An Exposition of {G}{\"o}tze's Estimation of the Rate of Convergence in the Multivariate Central Limit Theorem},
   Year = {2010},
   howpublished={arXiv 1003.4254}
}

@book{bellman,
  title={Computational Problems in the Theory of Dynamic Programming},
  author={Bellman, R.},
  series={Rand paper series},
  url={https://books.google.com/books?id=ac4PAAAAIAAJ},
  year={1953},
  publisher={Rand Corporation}
}

@article{bickel,
    author = {Bickel, P. J. and Hammel, E. A. and O'Connell, J. W.},
    journal = {Science},
    number = {4175},
    pages = {398--404},
    publisher = {American Association for the Advancement of Science},
    title = {{Sex Bias in Graduate Admissions: Data from Berkeley}},
    url = {http://dx.doi.org/10.1126/science.187.4175.398},
    volume = {187},
    year = {1975}
}

@article{breiman2001,
   author = "Breiman, Leo",
   doi = "10.1214/ss/1009213726",
   fjournal = "Statistical Science",
   journal = "Statist. Sci.",
   month = "08",
   number = "3",
   pages = "199--231",
   publisher = "The Institute of Mathematical Statistics",
   title = "Statistical Modeling: The Two Cultures (with comments and a
    rejoinder by the author)",
   url = "http://dx.doi.org/10.1214/ss/1009213726",
   volume = "16",
   year = "2001"
}

@Article{breimanforest,
   author="Breiman, Leo",
   title="Random Forests",
   journal="Machine Learning",
   year="2001",
   volume="45",
   number="1",
   pages="5--32",
   issn="1573-0565",
   doi="10.1023/A:1010933404324",
   url="http://dx.doi.org/10.1023/A:1010933404324"
}

@book{cristianini,
 author = {Cristianini, Nello and Shawe-Taylor, John},
 title = {An Introduction to Support Vector Machines: And Other Kernel-based Learning Methods},
 year = {2000},
 isbn = {0-521-78019-5},
 publisher = {Cambridge University Press},
 address = {New York, NY, USA},
} 

@misc{car,
   author   = "Fox, John and others",
   title    = "car: Companion to Applied Regression",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/car/index.html}"
}

@misc{dummies,
   author   = "Brown, Christopher",
   title    = "dummies: Create dummy/indicator variables flexibly and
   efficiently",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/dummies/index.html}"
}

@article{buhlmannbernoulli,
   author = "Buhlmann, Peter", 
   doi = "10.3150/12-BEJSP11",
   fjournal = "Bernoulli",
   journal = "Bernoulli",
   month = "09",
   number = "4",
   pages = "1212--1242",
   publisher = "Bernoulli Society for Mathematical Statistics and Probability",
   title = "Statistical significance in high-dimensional linear models",
   url = "http://dx.doi.org/10.3150/12-BEJSP11",
   volume = "19",
   year = "2013"
}

@book{vandegeer,
  title={Statistics for High-Dimensional Data: Methods, Theory and Applications}
,
  author={B{\"u}hlmann, P. and van de Geer, S.},
  isbn={9783642201929},
  lccn={2011930793},
  series={Springer Series in Statistics},
  url={https://books.google.com/books?id=S6jYXmh988UC},
  year={2011},
  publisher={Springer Berlin Heidelberg}
}

@misc{candes,
   Author = {Emmanuel Candes and Yingying Fan and Lucas Janson and Jinchi Lv},
   Title = {Panning for Gold: Model-free Knockoffs for High-dimensional Controlled Variable Selection},
   Year = {2016},
   howpublished={arXiv 1610.02351}
}

@article{card,
    author = {Card, David},
    journal = {Econometrica},
    number = {5},
    pages = {1127--1160},
    publisher = {The Econometric Society},
    title = {{Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems}},
    url = {http://www.jstor.org/stable/2692217},
    volume = {69},
    year = {2001}
}

@book{carroll,
  title={Transformation and Weighting in Regression},
  author={Carroll, R.J. and Ruppert, D.},
  isbn={9780412014215},
  lccn={87023836},
  series={Chapman \& Hall/CRC Monographs on Statistics \& Applied
Probability},
  url={https://books.google.com/books?id=I5rGEPJd57AC},
  year={1988},
  publisher={Taylor \& Francis}
}

@inproceedings{le,
   title = {Building high-level features using large scale unsupervised learning},
   author  = {Quoc Le and Marc'Aurelio Ranzato and Rajat Monga and Matthieu Devin and Kai Chen and Greg Corrado and Jeff Dean and Andrew Ng},
   year  = 2012,
   booktitle = {International Conference in Machine Learning}
}

@article{linsvm,
 author = {Chang, Chih-Chung and Lin, Chih-Jen},
 title = {LIBSVM: A Library for Support Vector Machines},
 journal = {ACM Trans. Intell. Syst. Technol.},
 issue_date = {April 2011},
 volume = {2},
 number = {3},
 month = may,
 year = {2011},
 issn = {2157-6904},
 pages = {27:1--27:27},
 articleno = {27},
 numpages = {27},
 url = {http://doi.acm.org/10.1145/1961189.1961199},
 doi = {10.1145/1961189.1961199},
 acmid = {1961199},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {Classification LIBSVM optimization regression support vector machines SVM},
} 

@article {chen,
   author = {Chen, Song Xi and Qin, Jing and Tang, Cheng Yong},
   title = {Mann-–{W}hitney test with adjustments to pretreatment variables for missing values and observational study},
   journal = {Journal of the Royal Statistical Society: Series B (Statistical Methodology)},
   volume = {75},
   number = {1},
   publisher = {Blackwell Publishing Ltd},
   issn = {1467-9868},
   url = {http://dx.doi.org/10.1111/j.1467-9868.2012.01036.x},
   doi = {10.1111/j.1467-9868.2012.01036.x},
   pages = {81--102},
   year = {2013}
}

@book{christensen,
	author = {Christensen, Ronald},
	title = {Log-linear models and logistic regression},
	publisher = {Springer},
	year = {c1997},
	series = {Springer texts in statistics},
	address = {New York},
	edition = {2nd},
	note = {Earlier ed. published under title: Log-linear models. 1990.},
	url = {http://site.ebrary.com/lib/strathmore/Doc?id=10015672}
}

@book{clarke,
  title={Principles and Theory for Data Mining and Machine Learning},
  author={Clarke, B. and Fokoue, E. and Zhang, H.H.},
  isbn={9780387981352},
  lccn={2009930499},
  series={Springer Series in Statistics},
  url={https://books.google.com/books?id=RQHB4\_p3bJoC},
  year={2009},
  publisher={Springer New York}
}

@Inbook{cleveland,
   author="Cleveland, William S. and Loader, Clive",
   editor="Hardle, Wolfgang and Schimek, Michael G.",
   title="Smoothing by Local Regression: Principles and Methods",
   bookTitle="Statistical Theory and Computational Aspects of Smoothing: Proceeding
   s of the COMPSTAT '94 Satellite Meeting held in Semmering, Austria, 27--28 Augus
   t 1994",
   year="1996",
   publisher="Physica-Verlag HD",
   address="Heidelberg",
   pages="10--49",
   isbn="978-3-642-48425-4",
   doi="10.1007/978-3-642-48425-4_2",
   url="http://dx.doi.org/10.1007/978-3-642-48425-4_2"
}

@book{nello,
  title={Kernel Methods for Pattern Analysis},
  author={Shawe-Taylor, J. and Cristianini, N.},
  isbn={9781139451611},
  url={https://books.google.com/books?id=MX0hAwAAQBAJ},
  year={2004},
  publisher={Cambridge University Press}
}

@book{davison,
  title={Bootstrap Methods and Their Application},
  author={Davison, A.C. and Hinkley, D.V.},
  isbn={9780521574716},
  lccn={96030064},
  series={Cambridge Series in Statistical and Probabilistic Mathematics},
  url={https://books.google.com/books?id=4aCDbm\_t8jUC},
  year={1997},
  publisher={Cambridge University Press}
}

@book{dobson,
  title={An Introduction to Generalized Linear Models, Third Edition},
  author={Dobson, A.J. and Barnett, A.},
  isbn={9781584889519},
  series={Chapman \& Hall/CRC Texts in Statistical Science},
  url={https://books.google.com/books?id=ZzncBQAAQBAJ},
  year={2008},
  publisher={CRC Press}
}

@article{efron,
   author = "Efron, Bradley and Hastie, Trevor and Johnstone, Iain and
   Tibshirani, Robert",
   doi = "10.1214/009053604000000067",
   fjournal = "The Annals of Statistics",
   journal = "Ann. Statist.",
   month = "04",
   number = "2",
   pages = "407--499",
   publisher = "The Institute of Mathematical Statistics",
   title = "Least angle regression",
   url = "http://dx.doi.org/10.1214/009053604000000067",
   volume = "32",
   year = "2004"
}

@incollection{eicker,
   address = "Berkeley, Calif.",
   author = "Eicker, Friedhelm",
   booktitle = "Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, Volume 1: Statistics",
   pages = "59--82",
   publisher = "University of California Press",
   title = "Limit theorems for regressions with unequal and dependent errors",
   year = "1967"
}

@book{elden,
  title={Matrix Methods in Data Mining and Pattern Recognition},
  author={Eld{\'e}n, L.},
  isbn={9780898718867},
  lccn={2006041348},
  series={Fundamentals of Algorithms},
  url={https://books.google.com/books?id=viH-tyXPOccC},
  year={2007},
  publisher={Society for Industrial and Applied MathematicsS}
}

@misc{emerson,
   author   = "Emerson, Jay and Kane, Michael",
   title    = "biganalytics: Utilities for 'big.matrix' Objects from Package 'bigmemory'",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/biganalytics/index.html}"
}

@misc{freedman,
   author   = "Kaye, David and Freedman, David",
   title    = "Reference Guide on Statistics",
   howpublished      =
   "\url{https://www.nap.edu/read/13163/chapter/7}"
}

@techreport{friedman,
  title={Another Approach to Polychotomous Classification},
  author={Friedman, J.},
  year={1996},
  institution={Stanford University}
}

@inproceedings{fung,
  author = {Rao, R. Bharat and Fung, Glenn},
  pages = {588-596},
  publisher = {SIAM},
  title = {On the Dangers of Cross-Validation. {A}n Experimental Evaluation.},
  year = 2008
}

@book{galecki,
  title={Linear Mixed-Effects Models Using R: A Step-by-Step Approach},
  author={Galecki, A. and Burzykowski, T.},
  isbn={9781461439004},
  lccn={2012941857},
  series={Springer Texts in Statistics},
  url={https://books.google.com/books?id=rbk\_AAAAQBAJ},
  year={2013},
  publisher={Springer New York}
}

@misc{minpack,
   author   = "Elzhov, Timur and others",
   title    = "minpack.lm: R Interface to the {L}evenberg-{M}arquardt
   Nonlinear Least-Squares Algorithm Found in MINPACK, Plus Support for
   Bounds",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/minpack.lm/index.html}"
}

@book{farawaygenlin,
  title={Extending the Linear Model with R: Generalized Linear, Mixed Effects 
  and Nonparametric Regression Models},
  author={Faraway, J.J.},
  isbn={9780203492284},
  series={Chapman \& Hall/CRC Texts in Statistical Science},
  url={https://books.google.com/books?id=ODcRsWpGji4C},
  year={2016},
  publisher={CRC Press} 
}

@misc{fnn,
   author   = "Li, Shengqiao and others",
   title    = "FNN: Fast Nearest Neighbor Search Algorithms and
   Applications",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/FNN/index.html}"
}

@ARTICLE{fong,
   title = {Spectral Tests of the Martingale Hypothesis for Exchange
   Rates},
   author = {Fong, Wai Mun and Ouliaris, Sam},
   year = {1995},
   journal = {Journal of Applied Econometrics},
   volume = {10},
   number = {3},
   pages = {255-71},
   url =
   {http://EconPapers.repec.org/RePEc:jae:japmet:v:10:y:1995:i:3:p:255-71}
}

@book{fox,
  title={An R Companion to Applied Regression},
  author={Fox, J. and Weisberg, S.},
  isbn={9781412975148},
  lccn={2010029245},
  url={https://books.google.com/books?id=LMqkupSCOd4C},
  year={2011},
  publisher={SAGE Publications}
}

@book{cart,
  title={Classification and Regression Trees},
  author={Breiman, L. and Friedman, J. and Stone, C.J. and Olshen, R.A.},
  isbn={9780412048418},
  lccn={83019708},
  series={The Wadsworth and Brooks-Cole statistics-probability series},
  url={https://books.google.com/books?id=JwQx-WOmSyQC},
  year={1984},
  publisher={Taylor \& Francis}
}

@misc{numDeriv,
   author   = "Gilbert, Paul and Varadhan, Ravi",
   title    = "numDeriv: Accurate Numerical Derivatives",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/numDeriv/index.html}"
}

@misc{nmf,
   author   = "Gaujoux, Renaud and Seoighe, Cathal",
   title    = "NMF: Algorithms and Framework for Nonnegative Matrix
   Factorization (NMF)",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/NMF/index.html}"
}

@misc{gelman,
   author   = "Gelman, Andrew",
   title    = "Why We Hate Stepwise Regression",
   howpublished      = "\url{https://www.r-statistics.com/tag/data-set/}",
   year     = 2010
}

@book{gentle,
  title={Matrix Algebra: Theory, Computations, and Applications in Statistics},
  author={Gentle, J.E.},
  isbn={9781441924247},
  lccn={2007930269},
  series={Springer Texts in Statistics},
  url={https://books.google.com/books?id=F52icQAACAAJ},
  year={2010},
  publisher={Springer New York}
}

@ARTICLE{gilesgiles,
   title = {Pre-test Estimation and Testing in Econometrics: Recent
   Developments},
   author = { Giles, Judith A. and Giles, David},
   year = {1993},
   journal = {Journal of Economic Surveys},
   volume = {7},
   number = {2},
   pages = {145-97},
   url =
   {http://EconPapers.repec.org/RePEc:bla:jecsur:v:7:y:1993:i:2:p:145-97}
}

@electronic{gilesblog,
   author   = "Giles, David",
   title    = "The Adjusted R-Squared, Again",
   howpublished      =
   "http://davegiles.blogspot.com/2013/07/the-adjusted-r-squared-again.html",
   year     = 2013
}

@book{goldenberg,
  title={A Survey of Statistical Network Models},
  author={Goldenberg, A. and Zheng, A.X. and Fienberg, S.E. and Airoldi,
E.M.},
  isbn={9781601983206},
  series={Foundations and Trends(r) in Machine Learning},
  url={https://books.google.com/books?id=gPGgcOf95moC},
  year={2010},
  publisher={Now Publishers}
}

@electronic{hadleydens,
   author   = "Deng, Harry and Wickham, Hadley",
   title    = "Densty Estimation in {R}",
   howpublished      = "http://vita.had.co.nz/papers/density-estimation.pdf",
   year     = 2011
}

@book{harville,
  title={Matrix Algebra From a Statistician's Perspective},
  author={Harville, D.A.},
  isbn={9780387783567},
  lccn={2008927514},
  url={https://books.google.com/books?id=kZGBQijgGV8C},
  year={2008},
  publisher={Springer New York}
}

@misc{talblog,
   author   = "Galilli, Tal",
   title    = "Is It Harder to Advertise to the More Educated?",
   howpublished      = "\url{https://www.r-statistics.com/tag/data-set/}",
   year     = 2010
}

@book{harrell,
  title={Regression Modeling Strategies: With Applications to Linear
Models, Logistic and Ordinal Regression, and Survival Analysis},
  author={Harrell, F.},
  isbn={9783319194257},
  series={Springer Series in Statistics},
  url={https://books.google.com/books?id=94RgCgAAQBAJ},
  year={2015},
  publisher={Springer International Publishing}
}

@book{sparsity,
  title={Statistical Learning with Sparsity: The Lasso and Generalizations},
  author={Hastie, T. and Tibshirani, R. and Wainwright, M.},
  isbn={9781498712163},
  lccn={2015014842},
  series={Chapman \& Hall},
  url={https://books.google.com/books?id=LnUIrgEACAAJ},
  year={2015},
  publisher={Taylor \& Francis}
}

@book{hastie,
  added-at = {2008-05-16T16:17:42.000+0200},
  address = {New York, NY, USA},
  author = {Hastie, Trevor and Tibshirani, Robert and Friedman, Jerome},
  biburl =
{https://www.bibsonomy.org/bibtex/2f58afc5c9793fcc8ad8389824e57984c/sb3000},
  interhash = {d585aea274f2b9b228fc1629bc273644},
  intrahash = {f58afc5c9793fcc8ad8389824e57984c},
  keywords = {ml statistics},
  publisher = {Springer New York Inc.},
  series = {Springer Series in Statistics},
  timestamp = {2008-05-16T16:17:43.000+0200},
  title = {The Elements of Statistical Learning},
  year = 2001
}

@article{ho,
  title={The random subspace method for constructing decision forests},
  author={Ho, Tin Kam},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={20},
  number={8},
  pages={832--844},
  year={1998},
  publisher={IEEE}
}

@article{hornik,
 author = {Hornik, K. and Stinchcombe, M. and White, H.},
 title = {Multilayer Feedforward Networks Are Universal Approximators},
 journal = {Neural Netw.},
 issue_date = {1989},
 volume = {2},
 number = {5},
 month = jul,
 year = {1989},
 issn = {0893-6080},
 pages = {359--366},
 numpages = {8},
 url = {http://dx.doi.org/10.1016/0893-6080(89)90020-8},
 doi = {10.1016/0893-6080(89)90020-8},
 acmid = {70408},
 publisher = {Elsevier Science Ltd.},
 address = {Oxford, UK, UK},
} 

@ARTICLE{hothorn,
    author = {Torsten Hothorn and Kurt Hornik and Achim Zeileis},
    title = {Unbiased recursive partitioning: A conditional inference
framework},
    journal = {Journal of Computational and Graphical Statistics},
    year = {2006},
    volume = {15},
    number = {3},
    pages = {651--674}
}

@misc{partykit,
   author   = "Hothorn, Torsten and Zeileis, Achim",
   title    = "partykit: A Toolkit for Recursive Partytioning",
   howpublished      = 
   "\url{https://cran.r-project.org/web/packages/partykit/index.html}"
}

@misc{lars,
   author   = "Hastie, Trevor and Efron, Brad",
   title    = "lars: Least Angle Regression, Lasso and Forward Stagewise?",
   howpublished      = 
   "\url{https://cran.r-project.org/web/packages/lars/index.html}"
}

@book{hastiesparse,
  title={Statistical Learning with Sparsity: The Lasso and Generalizations},
  author={Hastie, T. and Tibshirani, R. and Wainwright, M.},
  isbn={9781498712170},
  series={Chapman \& Hall/CRC Monographs on Statistics \& Applied Probability},
  url={https://books.google.com/books?id=f-A\_CQAAQBAJ},
  year={2015},
  publisher={CRC Press}
}

@article{hoerl,
 author = {Hoerl, Arthur E. and Kennard, Robert W.},
 title = {Ridge Regression: Biased Estimation for Nonorthogonal Problems},
 journal = {Technometrics},
 issue_date = {Feb. 2000},
 volume = {42},
 number = {1},
 month = feb,
 year = {2000},
 issn = {0040-1706},
 pages = {80--86},
 numpages = {7},
 url = {http://dx.doi.org/10.2307/1271436},
 doi = {10.2307/1271436},
 acmid = {338461},
 publisher = {American Society for Quality Control and American Statistical Association},
 address = {Alexandria, Va, USA},
} 

@book{hsu,
  title={Multiple Comparisons: Theory and Methods},
  author={Hsu, J.},
  isbn={9780412982811},
  lccn={gb96039234},
  url={https://books.google.com/books?id=8AK8PUbw3lsC},
  year={1996},
  publisher={Taylor \& Francis}
}

@book{inselberg,
  title={Parallel Coordinates: Visual Multidimensional Geometry and Its Applications},
  author={Inselberg, A.},
  isbn={9780387686288},
  lccn={2008927731},
  series={Advanced series in agricultural sciences},
  url={https://books.google.com/books?id=DkQlVpv6kzsC},
  year={2009},
  publisher={Springer New York}
}

@book{james,
  title={An Introduction to Statistical Learning: with Applications in R},
  author={James, G. and Witten, D. and Hastie, T. and Tibshirani, R.},
  isbn={9781461471387},
  lccn={13936251},
  series={Springer Texts in Statistics},
  url={https://books.google.com/books?id=qcI\_AAAAQBAJ},
  year={2013},
  publisher={Springer New York}
}

@book{jackson,
  title={Social and Economic Networks},
  author={Jackson, M.O.},
  isbn={9780691148205},
  lccn={2008926162},
  series={Princeton University Press},
  url={https://books.google.com/books?id=bJbuD2XH1\_oC},
  year={2010},
  publisher={Princeton University Press}
}


@article{jordan2010,
   author = "Jordan, Michael I.",
   doi = "10.1214/10-AOAS387",
   fjournal = "The Annals of Applied Statistics",
   journal = "Ann. Appl. Stat.",
   month = "12",
   number = "4",
   pages = "1642--1643",
   publisher = "The Institute of Mathematical Statistics",
   title = "Leo {B}reiman",
   url = "http://dx.doi.org/10.1214/10-AOAS387",
   volume = "4",
   year = "2010"
}


@article{matloffacm,
 author = {Matloff, Norman},
 title = {Estimation of Internet File-access/Modification Rates from
Indirect Data},
 journal = {ACM Trans. Model. Comput. Simul.},
 issue_date = {July 2005},
 volume = {15},
 number = {3},
 month = jul,
 year = {2005},
 pages = {233--253},
 numpages = {21},
} 

@article{matloffannals,
   author = "Matloff, Norman S.",
   doi = "10.1214/aop/1176995798",
   fjournal = "The Annals of Probability",
   journal = "Ann. Probab.",
   month = "06",
   number = "3",
   pages = "371--386",
   publisher = "The Institute of Mathematical Statistics",
   title = "Ergodicity Conditions for a Dissonant Voting Model",
   url = "http://dx.doi.org/10.1214/aop/1176995798",
   volume = "5",
   year = "1977"
}

@book{matloffpar,
  title={Parallel Computing for Data Science: With Examples in R, C++
and CUDA},
  author={Matloff, N.},
  isbn={9781466587038},
  series={Chapman \& Hall/CRC The R Series},
  url={https://books.google.com/books?id=SsbECQAAQBAJ},
  year={2015},
  publisher={CRC Press}
}

@article{matloffjss,
   author = {Norman Matloff},
   title = {Software Alchemy: Turning Complex Statistical Computations
into Embrassingly-Parallel Ones},
   journal = {Journal of Statistical Software},
   volume = {71},
   number = {1},
   year = {2016}
}

@incollection{kane,
  author      = "Matloff, Norman",
  title       = "Big-n and Big-p in Big Data",
  editor = {B{\" u}hlmann, Peter and Drineas, Petros and Kane, Michael and
van der Laan, Mark J.},
  booktitle   = "Handbook of Big Data", 
  publisher   = "CRC",
  year        = 2016
}

@misc{ivmodel,
   author   = "Kang, Hyuseung and others",
   title    = "ivmodel: Statistical Inference and Sensitivity Analysis
   for Instrumental Variables Model",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/ivmodel/index.html}"
}

@book{jiang,
      author        = "Jiang, Jiming",
      title         = "Linear and Generalized Linear Mixed Models and Their
                       Applications",
      publisher     = "Springer",
      address       = "Dordrecht",
      series        = "Springer Series in Statistics",
      year          = "2007",
      url           = "https://cds.cern.ch/record/1411968",
}

@misc{quantreg,
   author   = "Koenker, Roger and others",
   title    = "quantreg: Quantile Regression",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/quantreg/index.html}"
}

@misc{parcor,
   author   = "Kraemer, Nicole and Schaefer, Juliane",
   title    = "parcor: Regularized estimation of partial correlation
   matrices",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/parcor/index.html}"
}

@book{kuhn,
  title={Applied Predictive Modeling},
  author={Kuhn, M. and Johnson, K.},
  isbn={9781461468493},
  url={https://books.google.com/books?id=xYRDAAAAQBAJ},
  year={2013},
  publisher={Springer New York}
}

@book{lange:2001,
	author = "K. Lange",
	title = "Numerical Analysis for Statisticians",
	publisher = "Springer",
	year = 2001
}

@article{lee99,
  added-at = {2010-05-04T08:55:46.000+0200},
  author = {Lee, Daniel D. and Seung, H. Sebastian},
  biburl = {http://puma.uni-kassel.de/bibtex/2ba1100135fbba9782a6052b95e6f9b05/folke},
  interhash = {b293699f3a0541bd6fb1b10d7f9410ac},
  intrahash = {ba1100135fbba9782a6052b95e6f9b05},
  journal = {Nature},
  key = {Lee and Seung},
  keywords = {clustering factorization matrix multi toread view},
  pages = {788--791},
  timestamp = {2010-05-04T08:55:48.000+0200},
  title = {Learning the parts of objects by nonnegative matrix factorization},
  volume = 401,
  year = 1999
}

@misc{mlbench,
   author   = "Leisch, Friedrich and Dimitriadou, Evgenia",
   title    = "mlbench: Machine Learning Benchmark Problems",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/mlbench/index.html}"
}

@misc{liaw,
   author   = "Liaw, Andy",
   title    = "random{F}orest: Breiman and {C}utler's Random Forests for Classification and Regression",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/randomForest/index.html}"
}

@article{lin2007,
   author = {Lin, Chih-Jen},
   title = {On the Convergence of Multiplicative Update Algorithms for
  Nonnegative Matrix Factorization},
   journal = {Trans. Neur. Netw.},
   issue_date = {November 2007},
   volume = {18},
   number = {6},
   month = nov,
   year = {2007},
   issn = {1045-9227},
   pages = {1589--1596},
   numpages = {8},
   url = {http://dx.doi.org/10.1109/TNN.2007.895831},
   doi = {10.1109/TNN.2007.895831},
   acmid = {2327965},
   publisher = {IEEE Press},
   address = {Piscataway, NJ, USA},
   keywords = {Asymptotic convergence, multiplicative updates, nonnegative
matrix factorization (NMF), stationarity},
}

@book{little,
  title={Statistical Analysis with Missing Data},
  author={Little, R.J.A. and Rubin, D.B.},
  isbn={9781118625880},
  series={Wiley Series in Probability and Statistics},
  url={https://books.google.com/books?id=AyVeBAAAQBAJ},
  year={2014},
  publisher={Wiley}
}


@article{loh,
  author = {W.-Y. Loh},
  title = {Classification and regression trees},
  journal = {Data Mining and Knowledge Discovery},
  year = {2011},
  volume = {1},
  pages = {14--23},
  url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/wires11.pdf},
  doi = {10.1002/widm.8}
}

@book{luke,
  title={A User’s Guide to Network Analysis in R},
  author={Luke, D.A.},
  isbn={9783319238838},
  series={Use R!},
  url={https://books.google.com/books?id=Liw3CwAAQBAJ},
  year={2015},
  publisher={Springer International Publishing}
}

@misc{biglm, 
   author   = "Lumley, Thomas",
   title    = "biglm: bounded memory linear and generalized linear models",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/sandwich/index.html}"
}

@misc{sandwich, 
   author   = "Lumley, Thomas and Zeileis, Achim",
   title    = "sandwich: Robust Covariance Matrix Estimators",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/sandwich/index.html}"
}

@book{matloffr,
  title={The Art of R Programming: A Tour of Statistical Software Design},
  author={Matloff, N.},
  isbn={9781593273842},
  lccn={2011025598},
  series={No Starch Press Series},
  url={https://books.google.com/books?id=o2aLBAAAQBAJ},
  year={2011},
  publisher={No Starch Press}
}

@electronic{matloff132,
   author   = "Matloff, Norman",
   title    = "From {A}lgorithms to {Z} {S}cores: Probabilistic and
   {S}tatistical {M}odeling in {C}omputer {S}cience",
   howpublished  = "http://heather.cs.ucdavis.edu/probstatbook",
   year     = 2010
}

@Article{matloff1981,
  author =       "Norman S. Matloff",
  title =        "Use of Regression Functions for Improved Estimation of
                 Means",
  volume =       "68",
  number =       "3",
  pages =        "685--689",
  month =        dec,
  year =         "1981",
  acknowledgement = ack-nhfb,
  journal =     {Biometrika}
}

@misc{freqparcoord, 
   author   = "Matloff, Norm and Xie, Yingkang",
   title    = "freqparcoord: Novel Methods for Parallel Coordinates",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/freqparcoord/index.html}"
}

@ARTICLE{matloffpsletters,
   title = {Use of covariates in randomized response settings},
   author = {Matloff, Norman S.},
   year = {1984},
   journal = {Statistics \& Probability Letters},
   volume = {2},
   number = {1},
   pages = {31-34},
   url = 
   {http://EconPapers.repec.org/RePEc:eee:stapro:v:2:y:1984:i:1:p:31-34}
}

@misc{rpartplot,
   author   = "Milborrow, Stephen",
   title    = "rpart.plot: Plot 'rpart' Models: An Enhanced Version of 'plot.rpart'",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/rpart.plot/index.html}"
}

@article{millerknockoff,
  title={Selection of subsets of regression variables},
  author={Miller, Alan J.},
  journal={Journal of the Royal Statistical Society. Series A
(General)},
  pages={389--425},
  year={1984},
  publisher={JSTOR}
}

@book{miller2002subset,
  title={Subset Selection in Regression},
  author={Miller, A.},
  isbn={9781420035933},
  series={Chapman \& Hall/CRC Monographs on Statistics \& Applied Probability},
  url={https://books.google.com/books?id=7p59iir822sC},
  year={2002},
  publisher={CRC Press}
}

@ARTICLE{mizon,
   title = {Inferential Procedures in Nonlinear Models: An Application in a
   {U}{K} Industrial Cross Section Study of Factor Substitution and Returns to
   Scale},
   author = {Mizon, Grayham},
   year = {1977},
   journal = {Econometrica},
   volume = {45},
   number = {5},
   pages = {1221-42},
   url =
   {http://EconPapers.repec.org/RePEc:ecm:emetrp:v:45:y:1977:i:5:p:1221-42}
}

Close

@article{muller,
   author = "M{\"u}ller, Ursula U.",
   doi = "10.1214/08-AOS642",
   fjournal = "The Annals of Statistics",
   journal = "Ann. Statist.",
   month = "10",
   number = "5A",
   pages = "2245--2277",
   publisher = "The Institute of Mathematical Statistics",
   title = "Estimating linear functionals in nonlinear regression with responses missing at random",
   url = "http://dx.doi.org/10.1214/08-AOS642",
   volume = "37",
   year = "2009"
}

@book{murphy,
  title={Machine Learning: A Probabilistic Perspective},
  author={Murphy, K.P.},
  isbn={9780262018029},
  lccn={2012004558},
  series={Adaptive computation and machine learning series},
  url={https://books.google.com/books?id=NZP6AQAAQBAJ},
  year={2012},
  publisher={MIT Press}
}

@book{murdoch, 
  title={A First Course in Statistical Programming with R},
  author={Braun, W.J. and Murdoch, D.J.},
  isbn={9781316715246},
  url={https://books.google.com/books?id=q9ugDAAAQBAJ},
  year={2016},
  publisher={Cambridge University Press}
}

@article{portnoy1984,
   author = "Portnoy, Stephen", 
   doi = "10.1214/aos/1176346793",
   fjournal = "The Annals of Statistics",
   journal = "Ann. Statist.",
   month = "12",
   number = "4",
   pages = "1298--1309",
   publisher = "The Institute of Mathematical Statistics",
   title = "Asymptotic Behavior of $M$-Estimators of $p$ Regression Parameters when $p^2/n$ is Large",
   url = "http://dx.doi.org/10.1214/aos/1176346793",
   volume = "12",
   year = "1984"
}

@book{rao,
  title={Linear Models: Least Squares and Alternatives},
  author={Rao, C.R. and Toutenburg, H.},
  isbn={9780387988481},
  lccn={99014735},
  url={https://books.google.com/books?id=mfsnCM\_q\_T8C},
  year={1999},
  publisher={Springer}
}

@book{raomolina,
  title={Small Area Estimation},
  author={Rao, J.N.K. and Molina, I.},
  isbn={9781118735725},
  lccn={2015019010},
  series={Wiley Series in Survey Methodology},
  url={https://books.google.com/books?id=sAJyCgAAQBAJ},
  year={2015},
  publisher={Wiley}
}

@misc{partools,
   author   = "Matloff, Norm",
   title    = "partools: Tools for the 'Parallel' Package",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/partools/index.html}"
}

@misc{regtools,
   author   = "Matloff, Norm",
   title    = "regtools: Regression Tools",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/regtools/index.html}"
}

@article{rifkin,
 author = {Rifkin, Ryan and Klautau, Aldebaro},
 title = {In Defense of One-Vs-All Classification},
 journal = {J. Mach. Learn. Res.},
 issue_date = {12/1/2004},
 volume = {5},
 month = dec,
 year = {2004},
 issn = {1532-4435},
 pages = {101--141},
 numpages = {41},
 url = {http://dl.acm.org/citation.cfm?id=1005332.1005336},
 acmid = {1005336},
 publisher = {JMLR.org},
} 

@book{ripley,
  title={Pattern Recognition and Neural Networks},
  author={Ripley, B.D.},
  isbn={9780521717700},
  lccn={95025223},
  url={https://books.google.com/books?id=m12UR8QmLqoC},
  year={2007},
  publisher={Cambridge University Press}
}


@misc{nnet,
   author   = "Ripley, Brian and Venables, William",
   title    = "nnet: Feed-Forward Neural Networks and Multinomial Log-Linear Models",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/nnet/index.html}"
}

@phdthesis{rose,
    title    = {Nonparametric Estimation of Weights in Least-Squares Regression
Analysis},
    school   = {University of California, Davis},
    author   = {Rose, Robin},
    year     = {1978}
}

@misc{rufibach,
   author   = "Rufibach, Kaspar and Duembgen, Lutz",
   title    = "logcondens: Estimate a Log-Concave Probability Density
   from Iid Observations",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/logcondens/index.html}"
}

@misc{lattice,
   author   = "Sarkar, Deepayan",
   title    = "lattice: Trellis Graphics for R",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/lattice/index.html}"
}

@misc{ggally,
   author   = "Schoerker, Barret and others",
   title    = "GGally: Extension to 'ggplot2'",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/GGally/index.html}"
}

@book{scott2015,
  title={Multivariate Density Estimation: Theory, Practice, and Visualization},
  author={Scott, D.W.},
  isbn={9780471697558},
  lccn={2014043897},
  series={Wiley Series in Probability and Statistics},
  url={https://books.google.com/books?id=pIAZBwAAQBAJ},
  year={2015},
  publisher={Wiley}
}

@article{shao,
  added-at = {2013-01-07T16:10:56.000+0100},
  author = {Shao, J.},
  biburl = {http://www.bibsonomy.org/bibtex/239891701fca8b49cadf200884098870f/olivia.bluder},
  interhash = {9bc26d1cc8c1ab8ec873bf52a4b933a5},
  intrahash = {39891701fca8b49cadf200884098870f},
  journal = {J. of the American Statistical Association},
  keywords = {imported},
  owner = {bluder},
  pages = {486--494},
  timestamp = {2013-01-07T16:11:18.000+0100},
  title = {Linear model selection by cross-validation},
  volume = 88,
  year = 1993
}

@book{simonoff, 
  title={Smoothing Methods in Statistics},
  author={Simonoff, J.S.},
  isbn={9781461240266},
  series={Springer Series in Statistics},
  url={https://books.google.com/books?id=dgHaBwAAQBAJ},
  year={2012},
  publisher={Springer New York}
}

@misc{stone,
   author   = "Stone, Charles",
   howpublished      = "Private communication",
   year=2016
}


@misc{rpart,
   author   = "Therneau, Terry and others",
   title    = "rpart: Recursive Partitioning and Regression Trees",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/rpart/index.html}"
}

@misc{therneau,
   author   = "Therneau, Terry and others",
   title    = "Introduction to Recursive Partitioning Using the RPART
   Routines",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/rpart/vignettes/longintro.pdf}"
}

@misc{twang,
   author   = "Burgette, Lane and others",
   title    = "twang: Toolkit for Weighting and Analysis of
   Nonequivalent Groups", 
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/twang/index.html}"
}

@misc{mvtnorm,
   author   = "Hothorn, Torsten and others",
   title    = "mvtnorm: Multivariate Normal and t Distributions",
   howpublished      =
   "\url{https://cran.r-project.org/web/packages/mvtnorm/index.html}"
}

@ARTICLE{Valentini,
    author = {Giorgio Valentini and Thomas G. Dietterich and Nello Cristianini},
    title = {Bias-variance analysis of support vector machines for the development of svm-based ensemble methods},
    journal = {Journal of Machine Learning Research},
    year = {2004},
    volume = {5},
    pages = {725--775}
}

@book{vinod,
  title={Hands-on Matrix Algebra Using R: Active and Motivated Learning with 
  Applications},
  author={Vinod, H.D.},
  isbn={9789814313681},
  lccn={2011290290},
  url={https://books.google.com/books?id=oXzkJwutS1UC},
  year={2011},
  publisher={World Scientific}
}

@book{wasserman,
  title={All of Statistics: A Concise Course in Statistical Inference},
  author={Wasserman, L.},
  isbn={9780387217369},
  lccn={2003062209},
  series={Springer Texts in Statistics},
  url={https://books.google.com/books?id=qrcuBAAAQBAJ},
  year={2013},
  publisher={Springer New York}
}

@book{wassermannonpar,
  title={All of Nonparametric Statistics},
  author={Wasserman, L.},
  isbn={9780387306230},
  lccn={2005925603},
  series={Springer Texts in Statistics},
  url={https://books.google.com/books?id=MRFlzQfRg7UC},
  year={2006},
  publisher={Springer New York}
}

@book{westfall,
  title={Multiple Comparisons Using R},
  author={Bretz, F. and Hothorn, T. and Westfall, P.},
  isbn={9781420010909},
  url={https://books.google.com/books?id=U8Xc9zujgcsC},
  year={2016},
  publisher={CRC Press}
}

@article{achim,
   author = {Achim Zeileis},
   title = {Object-oriented Computation of Sandwich Estimators},
   journal = {Journal of Statistical Software},
   volume = {16},
   number = {1},
   year = {2006},
   issn = {1548-7660},
   pages = {1--16},
   doi = {10.18637/jss.v016.i09},
   url = {https://www.jstatsoft.org/index.php/jss/article/view/v016i09}
}

@ARTICLE{zou,
    author = {Hui Zou and Trevor Hastie and Robert Tibshirani},
    title = {Sparse Principal Component Analysis},
    journal = {Journal of Computational and Graphical Statistics},
    year = {2004},
    volume = {15},
    pages = {2006}
}

@book{mccann, 
   title    = "Written Testimony of Laurie A. McCann, AARP Foundation 
   Litigation, EEOC",
   author = "McCann, L.",
   year = {2016}
}

@book{rudin,
  title={Principles of Mathematical Analysis},
  author={Rudin, W.},
  lccn={63021479},
  url={https://books.google.com/books?id=iifvAAAAMAAJ},
  year={1964},
  publisher={McGraw-Hill}
}