Go to TogaWare.com Home Page. Data Science Desktop Survival Guide
by Graham Williams
Duck Duck Go




Aragon TJ (2020).
epitools: Epidemiology Tools.
R package version 0.5-10.1, URL https://CRAN.R-project.org/package=epitools.

Bache SM, Wickham H (2020).
magrittr: A Forward-Pipe Operator for R.
R package version 2.0.1, URL https://CRAN.R-project.org/package=magrittr.

Breiman L, Cutler A, Liaw A, Wiener M (2018).
randomForest: Breiman and Cutler's Random Forests for Classification and Regression.
R package version 4.6-14, URL https://www.stat.berkeley.edu/~breiman/RandomForests/.

Dahl DB, Scott D, Roosen C, Magnusson A, Swinton J (2019).
xtable: Export Tables to LaTeX or HTML.
R package version 1.8-4, URL http://xtable.r-forge.r-project.org/.

Dragulescu A, Arendt C (2020).
xlsx: Read, Write, Format Excel 2007 and Excel 97/2000/XP/2003 Files.
R package version 0.6.5, URL https://github.com/colearendt/xlsx.

Durant W (1926).
The Story of Philosophy.
2012 edition. Simon and Schuster.

Firke S (2021).
janitor: Simple Tools for Examining and Cleaning Dirty Data.
R package version 2.1.0, URL https://github.com/sfirke/janitor.

Gagolewski M, Tartanus B, , other contributors; IBM, Unicode, Inc, other contributors; Unicode, Inc (2020).
stringi: Character String Processing Facilities.
R package version 1.5.3, URL https://CRAN.R-project.org/package=stringi.

Gandrud C (2014).
Repreoducible Research with R and RStdio.
the R Series. CRC Press.

Harrell Jr FE (2020).
Hmisc: Harrell Miscellaneous.
R package version 4.4-2, URL https://CRAN.R-project.org/package=Hmisc.

Hester J (2020).
glue: Interpreted String Literals.
R package version 1.4.2, URL https://CRAN.R-project.org/package=glue.

Hornik K (2020).
RWeka: R/Weka Interface.
R package version 0.4-42, URL https://CRAN.R-project.org/package=RWeka.

Hothorn T, Hornik K, Strobl C, Zeileis A (2020).
party: A Laboratory for Recursive Partytioning.
R package version 1.3-5, URL http://party.R-forge.R-project.org.

Hothorn T, Zeileis A (2020).
partykit: A Toolkit for Recursive Partytioning.
R package version 1.2-11, URL http://partykit.r-forge.r-project.org/partykit/.

Kaiser S, Santamaria R, Khamiakova T, Sill M, Theron R, Quintales L, Leisch F, De Troyer E (2020).
biclust: BiCluster Algorithms.
R package version 2.0.2, URL https://CRAN.R-project.org/package=biclust.

Keitt T (2012).
colorRamps: Builds color tables.
R package version 2.3, URL https://CRAN.R-project.org/package=colorRamps.

Knuth DE (1984).
“Literate Programming.”
The Computer Journal (British Computer Society), 27(2), 97–111.
URL http://www.literateprogramming.com/knuthweb.pdf.

Kuhn M, Quinlan R (2020).
C50: C5.0 Decision Trees and Rule-Based Models.
R package version, URL https://topepo.github.io/C5.0.

Liu Z, Xia X, Treude C, Lo D, Li S (2019).
“Automatic Generation of Pull Request Descriptions.”
2019 34th IEEE/ACM International Conference on Automated Software Engineering (ASE).
doi: rm10.1109/ase.2019.00026.
URL http://dx.doi.org/10.1109/ASE.2019.00026.

Milborrow S (2020).
rpart.plot: Plot rpart Models: An Enhanced Version of plot.rpart.
R package version 3.0.9, URL http://www.milbo.org/rpart-plot/index.html.

Neuwirth E (2014).
RColorBrewer: ColorBrewer Palettes.
R package version 1.1-2, URL https://CRAN.R-project.org/package=RColorBrewer.

Ooms J (2020).
writexl: Export Data Frames to Excel xlsx Format.
R package version 1.3.1, URL https://CRAN.R-project.org/package=writexl.

Qin D, Zhou X, Chen L, Huang G, Zhang Y (2020).
“Dynamic Connection-Based Social Group Recommendation.”
IEEE Transactions on Knowledge and Data Engineering, 32(3), 453–467.

R Core Team (2018).
R: A Language and Environment for Statistical Computing.
R Foundation for Statistical Computing, Vienna, Austria.
URL https://www.R-project.org/.

R Core Team (2020).
R: A Language and Environment for Statistical Computing.
R Foundation for Statistical Computing, Vienna, Austria.
URL https://www.R-project.org/.

Rinker T (2018).
wakefield: Generate Random Data Sets.
R package version 0.3.3, URL https://github.com/trinker/wakefield.

Ripley B (2020).
nnet: Feed-Forward Neural Networks and Multinomial Log-Linear Models.
R package version 7.3-14, URL http://www.stats.ox.ac.uk/pub/MASS4/.

Romanski P, Kotthoff L (2018).
FSelector: Selecting Attributes.
R package version 0.31, URL https://CRAN.R-project.org/package=FSelector.

Sarkar D (2020).
lattice: Trellis Graphics for R.
R package version 0.20-41, URL http://lattice.r-forge.r-project.org/.

Schloerke B, Cook D, Larmarange J, Briatte F, Marbach M, Thoen E, Elberg A, Crowley J (2021).
GGally: Extension to ggplot2.
R package version 2.1.0, URL https://CRAN.R-project.org/package=GGally.

Sing T, Sander O, Beerenwinkel N, Lengauer T (2020).
ROCR: Visualizing the Performance of Scoring Classifiers.
R package version 1.0-11, URL http://ipa-tys.github.io/ROCR/.

Soetaert K (2020).
diagram: Functions for Visualising Simple Graphs (Networks), Plotting Flow Diagrams.
R package version 1.6.5, URL https://CRAN.R-project.org/package=diagram.

Spinu V, Grolemund G, Wickham H (2020).
lubridate: Make Dealing with Dates a Little Easier.
R package version, URL https://CRAN.R-project.org/package=lubridate.

Therneau T, Atkinson B (2019).
rpart: Recursive Partitioning and Regression Trees.
R package version 4.1-15, URL https://CRAN.R-project.org/package=rpart.

Velten K (2009).
Mathematical Modeling and Simulation.
ISBN 978-3-527-40758-3.

Wickham H (2014).
Advanced R.
Chapman & Hall/CRC The R Series. Chapman & Hall.

Wickham H (2019a).
lobstr: Visualize R Data Structures with Trees.
R package version 1.1.1, URL https://github.com/r-lib/lobstr.

Wickham H (2019b).
stringr: Simple, Consistent Wrappers for Common String Operations.
R package version 1.4.0, URL https://CRAN.R-project.org/package=stringr.

Wickham H (2020).
tidyr: Tidy Messy Data.
R package version 1.1.2, URL https://CRAN.R-project.org/package=tidyr.

Wickham H, Bryan J (2019).
readxl: Read Excel Files.
R package version 1.3.1, URL https://CRAN.R-project.org/package=readxl.

Wickham H, Chang W, Henry L, Pedersen TL, Takahashi K, Wilke C, Woo K, Yutani H, Dunnington D (2020).
ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics.
R package version 3.3.3, URL https://CRAN.R-project.org/package=ggplot2.

Wickham H, François R, Henry L, Müller K (2021).
dplyr: A Grammar of Data Manipulation.
R package version 1.0.3, URL https://CRAN.R-project.org/package=dplyr.

Wickham H, Hester J (2020).
readr: Read Rectangular Text Data.
R package version 1.4.0, URL https://CRAN.R-project.org/package=readr.

Wickham H, Seidel D (2020).
scales: Scale Functions for Visualization.
R package version 1.1.1, URL https://CRAN.R-project.org/package=scales.

Williams GJ (1989).
“FrameUp: A frames formalism for expert systems.”
Australian Computer Journal, 21(1), 33–40.
URL http://togaware.com/papers/acj89_heffe.pdf.

Williams GJ (2011).
Data Mining with Rattle and R: The art of excavating data for knowledge discovery.
Use R! Springer, New York.

Williams GJ (2017).
The Essentials of Data Science: Knowledge discovery using R.
The R Series. CRC Press.

Williams GJ (2020).
rattle: Graphical User Interface for Data Science in R.
R package version 5.4.7, URL https://rattle.togaware.com/.

Xie Y (2014).
Dynamic Documents with R and knitr.
The R Series. CRC Press.

Xie Y (2020).
knitr: A General-Purpose Package for Dynamic Report Generation in R.
R package version 1.30, URL https://yihui.org/knitr/.

Support further development by purchasing the PDF version of the book.
Other online resources include the GNU/Linux Desktop Survival Guide.
Books available on Amazon include Data Mining with Rattle and Essentials of Data Science.
Popular open source software includes rattle and wajig.
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