# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "evtree" in publications use:' type: software license: - GPL-2.0-only - GPL-3.0-only title: 'evtree: Evolutionary Learning of Globally Optimal Trees' version: 1.0-8 identifiers: - type: doi value: 10.32614/CRAN.package.evtree abstract: Commonly used classification and regression tree methods like the CART algorithm are recursive partitioning methods that build the model in a forward stepwise search. Although this approach is known to be an efficient heuristic, the results of recursive tree methods are only locally optimal, as splits are chosen to maximize homogeneity at the next step only. An alternative way to search over the parameter space of trees is to use global optimization methods like evolutionary algorithms. The 'evtree' package implements an evolutionary algorithm for learning globally optimal classification and regression trees in R. CPU and memory-intensive tasks are fully computed in C++ while the 'partykit' package is leveraged to represent the resulting trees in R, providing unified infrastructure for summaries, visualizations, and predictions. authors: - family-names: Grubinger given-names: Thomas email: ThomasGrubinger@gmail.com - family-names: Zeileis given-names: Achim email: Achim.Zeileis@R-project.org orcid: https://orcid.org/0000-0003-0918-3766 - family-names: Pfeiffer given-names: Karl-Peter email: Karl-Peter.Pfeiffer@i-med.ac.at preferred-citation: type: article title: 'evtree: Evolutionary Learning of Globally Optimal Classification and Regression Trees in R' authors: - family-names: Grubinger given-names: Thomas email: ThomasGrubinger@gmail.com - family-names: Zeileis given-names: Achim email: Achim.Zeileis@R-project.org orcid: https://orcid.org/0000-0003-0918-3766 - family-names: Pfeiffer given-names: Karl-Peter email: Karl-Peter.Pfeiffer@i-med.ac.at journal: Journal of Statistical Software year: '2014' volume: '61' issue: '1' url: http://www.jstatsoft.org/v61/i01/ start: '1' end: '29' repository: https://CRAN.R-project.org/package=evtree date-released: '2019-05-19' contact: - family-names: Grubinger given-names: Thomas email: ThomasGrubinger@gmail.com