R/hello.R

In jknowles/circus: Cluster Identification in R for Categorization and Unsupervised Learning

# Hello, world!
#
# This is an example function named 'hello'
# which prints 'Hello, world!'.
#
# You can learn more about package authoring with RStudio at:
#
#   http://r-pkgs.had.co.nz/
#
# Some useful keyboard shortcuts for package authoring:
#
#   Build and Reload Package:  'Ctrl + Shift + B'
#   Check Package:             'Ctrl + Shift + E'
#   Test Package:              'Ctrl + Shift + T'

# circul <- function(x) {

  # Pre-process?
  ## Scale and center?
  ## Distance matrix?
  ## Decile cuts?

  # Resample?
  ## Bootstrap?
  ## Cross-validate
  ## k-fold repeated cross-validate?

  # fit model
  ## Build tune grid and tune parameters
  ## loop through
  ## parallel?

  # Calculate performance metric
  ## Calculate standard deviation of performance metric
  ## Identify best metric

  # refit best model and store
  # Output object with best model, performance metrics, etc.
# }