CaseBasedReasoning

Case-Based Reasoning

Given a large set of problems and their individual solutions case based reasoning seeks to solve a new problem by referring to the solution of that problem which is "most similar" to the new problem. Crucial in case based reasoning is the decision which problem "most closely" matches a given new problem. The basic idea is to define a family of distance functions and to use these distance functions as parameters of local averaging regression estimates of the final result. Then that distance function is chosen for which the resulting estimate is optimal with respect to a certain error measure used in regression estimation. The idea is based on: Dippon J. et al. (2002) <DOI:10.1016/S0167-9473(02)00058-0>.

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Description file content

Package
CaseBasedReasoning
Type
Package
Title
Case-Based Reasoning
Version
0.1
Date
2018-06-06
Author
Dr. Simon Mueller , PD Dr. Juergen Dippon
Maintainer
Dr. Simon Mueller
Description
Given a large set of problems and their individual solutions case based reasoning seeks to solve a new problem by referring to the solution of that problem which is "most similar" to the new problem. Crucial in case based reasoning is the decision which problem "most closely" matches a given new problem. The basic idea is to define a family of distance functions and to use these distance functions as parameters of local averaging regression estimates of the final result. Then that distance function is chosen for which the resulting estimate is optimal with respect to a certain error measure used in regression estimation. The idea is based on: Dippon J. et al. (2002) .
BugReports
https://github.com/sipemu/case-based-reasoning/issues
License
AGPL
LazyData
TRUE
NeedsCompilation
yes
Imports
R6, ranger, survival, tidyverse, cowplot, dplyr, data.table, magrittr, rms, Rcpp, RcppParallel
Suggests
testthat, knitr, rmarkdown, RcppArmadillo
LinkingTo
Rcpp, RcppArmadillo, RcppParallel
SystemRequirements
C++11
LazyLoad
yes
ByteCompile
yes
VignetteBuilder
knitr
RoxygenNote
6.0.1
Packaged
2018-06-10 19:57:26 UTC; info
Repository
CRAN
Date/Publication
2018-06-12 10:34:11 UTC

install.packages('CaseBasedReasoning')

0.1

8 days ago

Dr. Simon Mueller

AGPL

Imports

R6, ranger, survival, tidyverse, cowplot, dplyr, data.table, magrittr, rms, Rcpp, RcppParallel

Suggests

testthat, knitr, rmarkdown, RcppArmadillo

Discussions