CRAN/E | CaseBasedReasoning

CaseBasedReasoning

Case Based Reasoning

Installation

About

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.

github.com/sipemu/case-based-reasoning
System requirements GNU make
Bug report File report

Key Metrics

Version 0.3
Published 2023-05-02 331 days ago
Needs compilation? yes
License MIT
License File
CRAN checks CaseBasedReasoning results

Downloads

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Maintainer

Maintainer

Simon Mueller

simon.mueller@muon-stat.com

Authors

Simon Mueller

cre / aut

PD Dr. Juergen Dippon

ctb

Material

README
NEWS
Reference manual
Package source

Vignettes

Motivation
Get Started

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-develnot available

x86_64

r-releasenot available

x86_64

r-oldrelnot available

x86_64

Old Sources

CaseBasedReasoning archive

Depends

Rcpp
RcppParallel
rms

Imports

R6
ranger
survival
ggplot2
cowplot
dplyr
purrr
tidyr
pryr

Suggests

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LinkingTo

Rcpp
RcppArmadillo
RcppParallel