The runtime of these algorithms is O(K N log^2 N), where K is the number
computer using a single processor core, millions of data points can be
grouped into a few clusters within seconds. One can apply the algorithms
to characterize events along circular DNA molecules, circular RNA
Imports: Ckmeans.1d.dp, graphics, plotrix, Rcpp, Rdpack, stats,
Suggests: ape, ggplot2, knitr, rmarkdown, testthat

Title: Near-Optimal and Balanced Group-Sequential Designs for Clinical
Authors@R: c(person("James", "Wason", email = "james.wason@mrc-bsu.cam.ac.uk",
Description: Functions to find near-optimal multi-stage designs for continuous outcomes.

Title: Estimation of value and hedging strategy of call and put
Description: Estimation of value and hedging strategy of call and put options, based on optimal hedging and Monte Carlo method, from Chapter 3 of 'Statistical Methods for Financial Engineering', by Bruno Remillard, CRC Press, (2013).

Title: Estimation of Optimal Size for a Holdout Set for Updating a
Description: Predictive scores must be updated with care, because actions taken on the basis of existing risk scores causes bias in risk estimates from the updated score. A holdout set is a straightforward way to manage this problem: a proportion of the population is 'held-out' from computation of the previous risk score. This package provides tools to estimate a size for this holdout set and associated errors. Comprehensive vignettes are included.
Depends: R (>= 3.5.0), matrixStats, mnormt, mvtnorm, ranger, mle.tools

Description: Predictive scores must be updated with care, because actions taken on the basis of existing risk scores causes bias in risk estimates from the updated score. A holdout set is a straightforward way to manage this problem: a proportion of the population is 'held-out' from computation of the previous risk score. This package provides tools to estimate a size for this holdout set and associated errors. Comprehensive vignettes are included. Please see: Haidar-Wehbe S, Emerson SR, Aslett LJM, Liley J (2022) <arXiv:2202.06374> for details of methods.