Package: CaseBasedReasoning 0.3

CaseBasedReasoning: Case Based Reasoning

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. et al. (2002) <doi:10.1016/S0167-9473(02)00058-0>.

Authors:Simon Mueller [cre], PD Dr. Juergen Dippon [ctb]

CaseBasedReasoning_0.3.tar.gz
CaseBasedReasoning_0.3.zip(r-4.5)CaseBasedReasoning_0.3.zip(r-4.4)
CaseBasedReasoning_0.3.tgz(r-4.5-x86_64)CaseBasedReasoning_0.3.tgz(r-4.5-arm64)CaseBasedReasoning_0.3.tgz(r-4.4-x86_64)CaseBasedReasoning_0.3.tgz(r-4.4-arm64)
CaseBasedReasoning_0.3.tar.gz(r-4.5-noble)CaseBasedReasoning_0.3.tar.gz(r-4.4-noble)
CaseBasedReasoning.pdf |CaseBasedReasoning.html
CaseBasedReasoning/json (API)
NEWS

# Install 'CaseBasedReasoning' in R:
install.packages('CaseBasedReasoning', repos = c('https://sipemu.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/sipemu/case-based-reasoning/issues

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

cpp

3.08 score 12 scripts 223 downloads 13 exports 93 dependencies

Last updated 11 months agofrom:4a8d128fe5. Checks:1 ERROR, 8 WARNING. Indexed: yes.

TargetResultLatest binary
Doc / VignettesFAILMar 20 2025
R-4.5-win-x86_64WARNINGMar 20 2025
R-4.5-mac-x86_64WARNINGMar 20 2025
R-4.5-mac-aarch64WARNINGMar 20 2025
R-4.5-linux-x86_64WARNINGMar 20 2025
R-4.4-win-x86_64WARNINGMar 20 2025
R-4.4-mac-x86_64WARNINGMar 20 2025
R-4.4-mac-aarch64WARNINGMar 20 2025
R-4.4-linux-x86_64WARNINGMar 20 2025

Exports:asDistObjectCoxModeldepth_distancedistanceRandomForestedges_between_terminal_nodesgenerate_gridLinearModelLogisticModelproximity_distanceranger_forests_to_matrixRFModelterminalNodesweightedDistance

Dependencies:backportsbase64encbslibcachemcheckmatecliclustercodetoolscolorspacecowplotcpp11crayondata.tabledigestdplyrevaluatefansifarverfastmapfontawesomeforeignFormulafsgenericsggplot2gluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsisobandjquerylibjsonliteknitrlabelinglatticelifecyclelobstrmagrittrMASSMatrixMatrixModelsmemoisemgcvmimemultcompmunsellmvtnormnlmennetpillarpkgconfigpolsplineprettyunitspryrpurrrquantregR6rangerrappdirsRColorBrewerRcppRcppArmadilloRcppEigenRcppParallelrlangrmarkdownrmsrpartrstudioapisandwichsassscalesSparseMstringistringrsurvivalTH.datatibbletidyrtidyselecttinytexutf8vctrsviridisviridisLitewithrxfunyamlzoo