Agglomerative hierarchical clustering with a bespoke distance 
  measure based on medication similarities in the Anatomical Therapeutic 
  Chemical Classification System, medication timing and 
  medication amount or dosage. Tools for summarizing, illustrating and 
  manipulating the cluster objects are also available.

The Tanaka method enhances the representation of topography on
    a map using shaded contour lines. In this simplified implementation of
    the method, north-west white contours represent illuminated topography
    and south-east black contours represent shaded topography. See Tanaka
    (1950) <doi:10.2307/211219>.

A two-stage regression method that can be used when various input data types are correlated, for example gene expression and methylation in drug response prediction. In the first stage it uses the upstream features (such as methylation) to predict the response variable (such as drug response), and in the second stage it uses the downstream features (such as gene expression) to predict the residuals of the first stage. In our manuscript (Aben et al., 2016, <doi:10.1093/bioinformatics/btw449>), we show that using TANDEM prevents the model from being dominated by gene expression and that the features selected by TANDEM are more interpretable.

Feature selection algorithm that extracts features in highly
    correlated spaces. The extracted features are meant to be fed into
    simple explainable models such as linear or logistic regressions. The
    package is useful in the field of explainable modelling as a
    way to understand variable behavior.

Provides an extensible formula system to quickly and easily create
    production quality tables. The processing steps are a formula parser,
    statistical content generation from data as defined by formula, followed by
    rendering into a table. Each step of the processing is separate and user
    definable thus creating a set of composable building blocks for
    highly customizable table generation. A user is not limited by any of the 
    choices of the package creator other than the formula grammar. For example,
    one could chose to add a different S3 rendering function and output a format
    not provided in the default package, or possibly one would rather have Gini
    coefficients for their statistical content in a resulting table. Routines to
    achieve New England Journal of Medicine style, Lancet style and
    Hmisc::summaryM() statistics are provided. The package contains rendering
    for HTML5, Rmarkdown and an indexing format for use in tracing and tracking
    are provided.