Changes in 11.0: - Link to publication in Scientific Reports. Changes in 10.0: - JMI3 filter. - Fixed race condition in min/max CMI scorers. - Link to the publication in SoftwareX. Changes in 9.0: - Maximal pairwise JMI scorer added. - Extreme pairwise CMI scorers added. - Alternative form of CMI score matrix. - Fixed clang-13 issue with OpenMP. - Updated URLs. Changes in 8.0: - Single vector can be given as the X argument. - Three-feature MI scorer. - Kendall transformation. - Joint entropy scorer. - Future-proofing for R 4.0. Changes in 7.0: - Information score matrices. - New conditional mutual estimation engine. - CMI selection method. - MRMR can now stop on negative score. - Pure implementations are now based on native scorers. Changes in 6.0: - Defunct setOmpThreads removed. - Entropy scores function. - Robust against degenerate data frames. - Migration from GitHub to GitLab. - Fixed CMIM documentation and pure implementation to be compatible with the paper. Changes in 5.0: - JIM algorithm as an alternative version of JMI which is using Gini impurity instead of information gain. - Gini impurity feature scorer. - Fixed instability in breaking ties between equivalent features in multi-threaded case. Now, feature of a lowest index is always returned. Changes in 4.1: - Fixed code used to auto-cut numerical values into bins; maximal value used to be wrapped to the minimal bin, which was substantially altering results. Changes in 4.0: - MI, CMI, JMI and NJMI feature scorers. - Parallelism is now controlled by threads argument. - Documentation improvements. - Fixed MIM handing of many features with zero score; thanks to smilesun for spotting this. Changes in 3.0: - Installation possible without OpenMP support. - Fixed segfault in NJMIM/JMIM for certain, specific inputs. - Faster internal hash table. - Faster CMIM/NJMIM/JMIM due to Fleuret's algorithm. - New output format. Changes in 2.0: - OpenMP parallelism in all praznik functions. - Fixed segfault for constant numerical features. Thanks to alecuba16 for spotting this. Changes in 1.0: - First public release.