Changes in version 1.2.1 (2025-05-08) Improvements - Improved output of estimate_numtrees and estimate_stability functions Bug Fixes - Fixed a bug with the plot functions for the opt_importance_object and opt_prediction_object objects. Changes in version 1.2.0 (2025-04-01) New Features - Added function measure_stability to measure the stability of random forest for a certain data set with a certain number of trees. Improvements - Adding checks for validity of parameters alpha, number_repetitions and rec_thresh. Other - Updated CITATION file with published manuscript. Changes in version 1.1.0 (2025-02-03) New Features - Added support for selecting multiple classes in opt_prediction. - Introduced the verbose parameter in opt_importance and opt_prediction to control message display. - Added the importance parameter to opt_importance, allowing users to specify the importance measure used by ranger. - Included code for generating the SNPdata data set. - Added vignettes to guide users on using the package. Improvements - Replaced the evaluation of random forest using simulated data with out-of-bag (OOB) data. - Removed and simplified redundant code to enhance efficiency. - Reduced minimum version requirements for imported packages. Bug Fixes - Fixed a bug in the calculation of estimate_numtrees. Other - Added a NEWS.md file to track changes to the package. - Added a CITATION file. - Added a README.md file for the Github repository. Changes in version 1.0.1 (2024-09-23) - Initial release on CRAN