Kernel-based machine learning methods for classification, regression, clustering, novelty detection, quantile regression and dimensionality reduction. Among other methods 'kernlab' includes Support Vector Machines, Spectral Clustering, Kernel PCA, Gaussian Processes and a QP solver.
| Version: | 0.9-33 |
| Depends: | R (≥ 2.10) |
| Imports: | methods, stats, grDevices, graphics |
| Published: | 2024-08-13 |
| DOI: | 10.32614/CRAN.package.kernlab |
| Author: | Alexandros Karatzoglou [aut, cre], Alex Smola [aut], Kurt Hornik [aut], National ICT Australia (NICTA) [cph], Michael A. Maniscalco [ctb, cph], Choon Hui Teo [ctb] |
| Maintainer: | Alexandros Karatzoglou <alexandros.karatzoglou at gmail.com> |
| License: | GPL-2 |
| Copyright: | see fileCOPYRIGHTS |
| NeedsCompilation: | yes |
| Citation: | kernlab citation info |
| In views: | AnomalyDetection,Cluster,MachineLearning,NaturalLanguageProcessing,Optimization |
| CRAN checks: | kernlab results |
| Reverse depends: | CVST,DRR,DTRlearn2,Iscores,kappalab,kebabs,kfda,KPC,omada,PPInfer,svmpath |
| Reverse imports: | ABPS,ADImpute,ampir,AnimalSequences,aweSOM,bigPLScox,bootcluster,brainKCCA,calibrateBinary,CFM,classmap,clusterExperiment,clusterWebApp,CondIndTests,CondiS,DA,DMTL,DynTxRegime,Ecume,ehymet,finnts,flevr,fpc,fPortfolio,gecko,GeneralisedCovarianceMeasure,geomod,ggscidca,gkmSVM,GreedyExperimentalDesign,kernelFactory,kerntools,KnowSeq,kpcaIG,KRMM,ks,lsirm12pl,MachineShop,microsynth,mikropml,mildsvm,mixtools,nlcv,oddstream,OmicSense,PCDimension,personalized,PIUMA,PLORN,plsRcox,pRoloc,promor,qrjoint,QuESTr,randomMachines,REMP,RISCA,Rmagpie,rminer,robCompositions,roclab,ROI.plugin.ipop,rres,RSSL,S4DM,scAnnotatR,scPCA,scRecover,ssMutPA,survivalsvm,SVMMaj,Synth,tboot,TDApplied,tidysynth,tsensembler,TSGS,tsiR,viralmodels,visaOTR,wearables |
| Reverse suggests: | aum,BiodiversityR,breakDown,bundle,butcher,caret,colorspace,CompareCausalNetworks,condvis2,DataSimilarity,dials,diceR,dimRed,dismo,E2E,EpidigiR,evtree,fastml,FBMS,FCPS,gamclass,GAparsimony,iForecast,isotree,LLMAgentR,loon,mistral,mistyR,MLInterfaces,mlr,mlr3cluster,mlr3pipelines,mlrMBO,MLSeq,mlspatial,MLwrap,modeltime,MSCMT,multiDEGGs,parsnip,pathMED,pdp,pmml,rattle,recipes,RStoolbox,sand,Semblance,soilassessment,spect,SpoMAG,ssc,stacks,SuperLearner,supervisedPRIM,swag,tidyAML,tidysdm,tune,vcd,WeightSVM,writeAlizer |
| Reverse enhances: | clue,prediction |