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% Articles ---------------------------------------------------------------------
@article{efron-bootstrap-1979,
title = {Ames, Iowa: Alternative to the Boston Housing Data as an
End of Semester Regression Project},
author = {Brad Efron},
journal = {The Annals of Statistics},
year = {1979},
volume = {7},
number = {1},
pages = {1--26},
}
@article{ames-cock-2011,
title = {Ames, Iowa: Alternative to the Boston Housing Data as an
End of Semester Regression Project},
author = {Dean De Cock},
journal = {Journal of Statistics Education},
year = {2011},
volume = {19},
number = {3},
pages = {1--15},
url = {http://ww2.amstat.org/publications/jse/v19n3/decock.pdf},
}
@article{pearson1895x,
title={X. Contributions to the mathematical theory of evolution.—II. Skew variation in homogeneous material},
author={Pearson, Karl},
journal={Phil. Trans. R. Soc. Lond. A},
volume={186},
pages={343--414},
year={1895},
publisher={The Royal Society}
}
@article{student-probable-1908,
author = {Student},
title = {The Probable Error of a Mean},
journal = {Biometrika},
volume = {6},
number = {1},
pages = {1-25},
year = {1908},
doi = {10.1093/biomet/6.1.1},
}
@article{harrison1978hedonic,
title={Hedonic housing prices and the demand for clean air},
author={Harrison Jr, David and Rubinfeld, Daniel L},
journal={Journal of environmental economics and management},
volume={5},
number={1},
pages={81--102},
year={1978},
publisher={Elsevier}
}
@article{breiman2001statistical,
title={Statistical modeling: The two cultures (with comments and a rejoinder by the author)},
author={Breiman, Leo and others},
journal={Statistical science},
volume={16},
number={3},
pages={199--231},
year={2001},
publisher={Institute of Mathematical Statistics}
}
@article{wickham2014tidy,
title={Tidy data},
author={Wickham, Hadley and others},
journal={Journal of Statistical Software},
volume={59},
number={10},
pages={1--23},
year={2014},
publisher={Foundation for Open Access Statistics}
}
@article{massy1965principal,
title={Principal components regression in exploratory statistical research},
author={Massy, William F},
journal={Journal of the American Statistical Association},
volume={60},
number={309},
pages={234--256},
year={1965},
publisher={Taylor \& Francis Group}
}
@article{geladi1986partial,
title={Partial least-squares regression: a tutorial},
author={Geladi, Paul and Kowalski, Bruce R},
journal={Analytica chimica acta},
volume={185},
pages={1--17},
year={1986},
publisher={Elsevier}
}
@article{hoerl1970ridge,
title={Ridge regression: Biased estimation for nonorthogonal problems},
author={Hoerl, Arthur E and Kennard, Robert W},
journal={Technometrics},
volume={12},
number={1},
pages={55--67},
year={1970},
publisher={Taylor \& Francis Group}
}
@article{tibshirani1996regression,
title={Regression shrinkage and selection via the lasso},
author={Tibshirani, Robert},
journal={Journal of the Royal Statistical Society. Series B (Methodological)},
pages={267--288},
year={1996},
publisher={JSTOR}
}
@article{zou2005regularization,
title={Regularization and variable selection via the elastic net},
author={Zou, Hui and Hastie, Trevor},
journal={Journal of the Royal Statistical Society: Series B (Statistical Methodology)},
volume={67},
number={2},
pages={301--320},
year={2005},
publisher={Wiley Online Library}
}
@article{golub1979generalized,
title={Generalized cross-validation as a method for choosing a good ridge parameter},
author={Golub, Gene H and Heath, Michael and Wahba, Grace},
journal={Technometrics},
volume={21},
number={2},
pages={215--223},
year={1979},
publisher={Taylor \& Francis Group}
}
@article{esposito1997comparative,
title={A comparative analysis of methods for pruning decision trees},
author={Esposito, Floriana and Malerba, Donato and Semeraro, Giovanni and Kay, J},
journal={IEEE transactions on pattern analysis and machine intelligence},
volume={19},
number={5},
pages={476--491},
year={1997},
publisher={IEEE}
}
@article{breiman1996bagging,
title={Bagging predictors},
author={Breiman, Leo},
journal={Machine learning},
volume={24},
number={2},
pages={123--140},
year={1996},
publisher={Springer}
}
@article{goldstein2015peeking,
title={Peeking inside the black box: Visualizing statistical learning with plots of individual conditional expectation},
author={Goldstein, Alex and Kapelner, Adam and Bleich, Justin and Pitkin, Emil},
journal={Journal of Computational and Graphical Statistics},
volume={24},
number={1},
pages={44--65},
year={2015},
publisher={Taylor \& Francis}
}
@inproceedings{lecun1990handwritten,
title={Handwritten digit recognition with a back-propagation network},
author={LeCun, Yann and Boser, Bernhard E and Denker, John S and Henderson, Donnie and Howard, Richard E and Hubbard, Wayne E and Jackel, Lawrence D},
booktitle={Advances in neural information processing systems},
pages={396--404},
year={1990}
}
@book{goodfellow2016deep,
title={Deep learning},
author={Goodfellow, Ian and Bengio, Yoshua and Courville, Aaron and Bengio, Yoshua},
volume={1},
year={2016},
publisher={MIT press Cambridge}
}
@book{chollet2018deep,
title={Deep Learning with R},
author={Chollet, Fran{\c{c}}ois and Allaire, Joseph J},
year={2018},
publisher={Manning Publications Company}
}
@article{ruder2016overview,
title={An overview of gradient descent optimization algorithms},
author={Ruder, Sebastian},
journal={arXiv preprint arXiv:1609.04747},
year={2016}
}
@article{zeiler2012adadelta,
title={ADADELTA: an adaptive learning rate method},
author={Zeiler, Matthew D},
journal={arXiv preprint arXiv:1212.5701},
year={2012}
}
% R packages -------------------------------------------------------------------
@manual{pkg-AmesHousing,
title = {AmesHousing: The Ames Iowa Housing Data},
author = {Max Kuhn},
year = {2017},
note = {R package version 0.0.3},
url = {https://CRAN.R-project.org/package=AmesHousing},
}
@manual{pkg-arules,
title = {arules: Mining Association Rules and Frequent Itemsets},
author = {Michael Hahsler and Christian Buchta and Bettina Gruen and Kurt Hornik},
year = {2018},
note = {R package version 1.5-5},
url = {https://CRAN.R-project.org/package=arules},
}
@manual{pkg-caret,
title = {caret: Classification and Regression Training},
author = {Max Kuhn},
year = {2017},
note = {R package version 6.0-78},
url = {https://CRAN.R-project.org/package=caret},
}
@manual{pkg-cluster,
title = {cluster: Cluster Analysis Basics and Extensions},
author = {Martin Maechler and Peter Rousseeuw and Anja Struyf and Mia Hubert and Kurt Hornik},
year = {2016},
note = {R package version 2.0.5 --- For new features, see the 'Changelog' file (in the package source)},
}
@manual{pkg-dplyr,
title = {dplyr: A Grammar of Data Manipulation},
author = {Hadley Wickham and Romain Francois and Lionel Henry and Kirill Müller},
year = {2017},
note = {R package version 0.7.4},
url = {https://CRAN.R-project.org/package=dplyr},
}
@manual{pkg-GGally,
title = {GGally: Extension to 'ggplot2'},
author = {Barret Schloerke and Jason Crowley and Di Cook and Francois Briatte and Moritz Marbach and Edwin Thoen and Amos Elberg and Joseph Larmarange},
year = {2017},
note = {R package version 1.3.2},
url = {https://CRAN.R-project.org/package=GGally},
}
@book{pkg-ggplot2,
author = {Hadley Wickham},
title = {ggplot2: Elegant Graphics for Data Analysis},
publisher = {Springer-Verlag New York},
year = {2009},
isbn = {978-0-387-98140-6},
url = {http://ggplot2.org},
}
@book{pkg-lattice,
title = {Lattice: Multivariate Data Visualization with R},
author = {Deepayan Sarkar},
publisher = {Springer},
address = {New York},
year = {2008},
note = {ISBN 978-0-387-75968-5},
url = {http://lmdvr.r-forge.r-project.org},
}
@manual{pkg-magrittr,
title = {magrittr: A Forward-Pipe Operator for R},
author = {Stefan Milton Bache and Hadley Wickham},
year = {2014},
note = {R package version 1.5},
url = {https://CRAN.R-project.org/package=magrittr},
}
@manual{pkg-plotly,
title = {plotly: Create Interactive Web Graphics via 'plotly.js'},
author = {Carson Sievert and Chris Parmer and Toby Hocking and Scott Chamberlain and Karthik Ram and Marianne Corvellec and Pedro Despouy},
year = {2017},
note = {R package version 4.7.1},
url = {https://CRAN.R-project.org/package=plotly},
}
@manual{pkg-tibble,
title = {tibble: Simple Data Frames},
author = {Kirill Müller and Hadley Wickham},
year = {2017},
note = {R package version 1.3.4},
url = {https://CRAN.R-project.org/package=tibble},
}
@manual{pkg-tidyverse,
title = {tidyverse: Easily Install and Load the 'Tidyverse'},
author = {Hadley Wickham},
year = {2017},
note = {R package version 1.2.1},
url = {https://CRAN.R-project.org/package=tidyverse},
}
@manual{pkg-treemap,
title = {treemap: Treemap Visualization},
author = {Martijn Tennekes},
year = {2017},
note = {R package version 2.4-2},
url = {https://CRAN.R-project.org/package=treemap},
}
@article{frigge-some-1989,
doi = {10.2307/2685173},
author = {Michael Frigge and David C. Hoaglin and Boris Iglewicz},
journal = {The American Statistician},
number = {1},
pages = {50--54},
title = {Some Implementations of the Boxplot},
volume = {43},
year = {1989}
}
@Manual{pkg-rsample,
title = {rsample: General Resampling Infrastructure},
author = {Max Kuhn and Hadley Wickham},
year = {2017},
note = {R package version 0.0.2},
url = {https://CRAN.R-project.org/package=rsample},
}
@Article{pkg-pdp,
title = {pdp: An R Package for Constructing Partial Dependence Plots},
author = {Brandon M. Greenwell},
journal = {The R Journal},
year = {2017},
volume = {9},
number = {1},
pages = {421--436},
url = {https://journal.r-project.org/archive/2017/RJ-2017-016/index.html},
}
@Article{pkg-glmnet,
title = {Regularization Paths for Generalized Linear Models via Coordinate Descent},
author = {Jerome Friedman and Trevor Hastie and Robert Tibshirani},
journal = {Journal of Statistical Software},
year = {2010},
volume = {33},
number = {1},
pages = {1--22},
url = {http://www.jstatsoft.org/v33/i01/},
}
@Manual{vip-pkg,
title = {vip: Variable Importance Plots},
author = {Brandon Greenwell and Brad Boehmke},
year = {2018},
note = {R package version 0.1.0},
url = {https://koalaverse.github.io/vip/index.html},
}
@Manual{mda-pkg,
title = {mda: Mixture and Flexible Discriminant Analysis},
author = {Friedrich Leisch and Kurt Hornik and Brian D. Ripley.},
year = {2016},
note = {R package version 0.4-9},
url = {https://CRAN.R-project.org/package=mda},
}
@Manual{ranger-pkg,
title = {ranger: A Fast Implementation of Random Forests},
author = {Marvin N. Wright},
year = {2017},
note = {R package version 0.7.0},
url = {https://CRAN.R-project.org/package=ranger},
}
@Manual{dplyr-pkg,
title = {dplyr: A Grammar of Data Manipulation},
author = {Hadley Wickham and Romain Francois},
year = {2016},
note = {R package version 0.5.0},
url = {https://CRAN.R-project.org/package=dplyr},
}
@Manual{gbm-pkg,
title = {gbm: Generalized Boosted Regression Models},
author = {Greg Ridgeway},
year = {2017},
note = {R package version 2.1.3},
url = {https://CRAN.R-project.org/package=gbm},
}
@Manual{latticeExtra-pkg,
title = {latticeExtra: Extra Graphical Utilities Based on Lattice},
author = {Deepayan Sarkar and Felix Andrews},
year = {2016},
note = {R package version 0.6-28},
url = {https://CRAN.R-project.org/package=latticeExtra},
}
@Manual{gridExtra-pkg,
title = {gridExtra: Miscellaneous Functions for "Grid" Graphics},
author = {Baptiste Auguie},
year = {2016},
note = {R package version 2.2.1},
url = {https://CRAN.R-project.org/package=gridExtra},
}
@Manual{grid-pkg,
title = {R: A Language and Environment for Statistical Computing},
author = {{R Core Team}},
organization = {R Foundation for Statistical Computing},
address = {Vienna, Austria},
year = {2017},
url = {https://www.R-project.org/},
}
@Manual{caret-pkg,
title = {caret: Classification and Regression Training},
author = {Max Kuhn},
year = {2017},
note = {R package version 6.0-76},
url = {https://CRAN.R-project.org/package=caret},
}
@Manual{Cubist-pkg,
title = {Cubist: Rule- And Instance-Based Regression Modeling},
author = {Max Kuhn and Steve Weston and Chris Keefer and Nathan Coulter},
year = {2016},
note = {R package version 0.0.19},
url = {https://CRAN.R-project.org/package=Cubist},
}
@Manual{C50-pkg,
title = {C50: C5.0 Decision Trees and Rule-Based Models},
author = {Max Kuhn and Steve Weston and Nathan Coulter and Mark Culp},
year = {2015},
note = {R package version 0.1.0-24},
url = {https://CRAN.R-project.org/package=C50},
}
@Manual{xgboost-pkg,
title = {xgboost: Extreme Gradient Boosting},
author = {Tianqi Chen and Tong He and Michael Benesty},
year = {2017},
note = {R package version 0.6-4},
url = {https://CRAN.R-project.org/package=xgboost},
}
@Manual{viridis-pkg,
title = {viridis: Default Color Maps from 'matplotlib'},
author = {Simon Garnier},
year = {2017},
note = {R package version 0.4.0},
url = {https://CRAN.R-project.org/package=viridis},
}
@Manual{doParallel-pkg,
title = {doParallel: Foreach Parallel Adaptor for the 'parallel' Package},
author = {{Revolution Analytics} and Steve Weston},
year = {2015},
note = {R package version 1.0.10},
url = {https://CRAN.R-project.org/package=doParallel},
}
@Manual{doMC-pkg,
title = {doMC: Foreach Parallel Adaptor for 'parallel'},
author = {{Revolution Analytics} and Steve Weston},
year = {2015},
note = {R package version 1.3.4},
url = {https://CRAN.R-project.org/package=doMC},
}
@Manual{magrittr-pkg,
title = {magrittr: A Forward-Pipe Operator for R},
author = {Stefan Milton Bache and Hadley Wickham},
year = {2014},
note = {R package version 1.5},
url = {https://CRAN.R-project.org/package=magrittr},
}
@Manual{foreach-pkg,
title = {foreach: Provides Foreach Looping Construct for R},
author = {{Revolution Analytics} and Steve Weston},
year = {2015},
note = {R package version 1.4.3},
url = {https://CRAN.R-project.org/package=foreach},
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