Package: CaseBasedReasoning
Type: Package
Title: Case Based Reasoning
Version: 0.3
Date: 2023-04-29
Authors@R: 
    c(person(given = "Simon",
           family = "Mueller",
           role = c("cre", "aut"),
           email = "simon.mueller@muon-stat.com"),
      person(given = "PD Dr. Juergen",
           family = "Dippon",
           role = c("ctb"),
           email = "juergen.dippon@mathematik.uni-stuttgart.de"))
Description: Case-based reasoning is a problem-solving methodology that involves solving a new problem by referring to the solution of a similar problem in a large set of previously solved problems. The key aspect of Case Based Reasoning is to determine the problem that "most closely" matches the new problem at hand. This is achieved by defining a family of distance functions and using these distance functions as parameters for local averaging regression estimates of the final result. The optimal distance function is chosen based on a specific error measure used in regression estimation. This approach allows for efficient problem-solving by leveraging past experiences and adapting solutions from similar cases. The underlying concept is inspired by the work of Dippon J. (2002) <doi:10.1016/S0167-9473(02)00058-0>.
URL: https://github.com/sipemu/case-based-reasoning
BugReports: https://github.com/sipemu/case-based-reasoning/issues
License: MIT + file LICENSE
Depends: Rcpp, RcppParallel, rms
Imports: R6, ranger, survival, ggplot2, cowplot, dplyr, purrr, tidyr,
        pryr
Suggests: testthat, knitr, rmarkdown, RcppArmadillo
LinkingTo: Rcpp, RcppArmadillo, RcppParallel
SystemRequirements: GNU make
NeedsCompilation: yes
ByteCompile: yes
VignetteBuilder: knitr
Encoding: UTF-8
RoxygenNote: 7.2.1
Packaged: 2023-04-29 08:29:05 UTC; simonm
Author: Simon Mueller [cre, aut],
  PD Dr. Juergen Dippon [ctb]
Maintainer: Simon Mueller <simon.mueller@muon-stat.com>
Repository: CRAN
Date/Publication: 2023-05-02 08:40:02 UTC
Built: R 4.2.0; aarch64-apple-darwin20; 2023-07-11 02:21:45 UTC; unix
Archs: CaseBasedReasoning.so.dSYM
